{
 "metadata": {
  "name": "",
  "signature": "sha256:7dfbf901e1aa4b42023e7ebb8540b0b0d0602c51329d5fba3430ab06b18faca6"
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "import pandas as pd\n",
      "from os.path import join\n",
      "\n",
      "from pylab import rcParams\n",
      "import matplotlib.pyplot as plt\n",
      "%matplotlib inline\n",
      "rcParams['figure.figsize'] = (13, 6)\n",
      "plt.style.use('ggplot')\n",
      "import nilmtk\n",
      "from nilmtk import DataSet, TimeFrame, MeterGroup, HDFDataStore\n",
      "from nilmtk.disaggregate import CombinatorialOptimisation, fhmm_exact\n",
      "from nilmtk.utils import print_dict\n",
      "from nilmtk.metrics import f1_score\n",
      "\n",
      "import warnings\n",
      "warnings.filterwarnings(\"ignore\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Comparing FHMM and CO"
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Downloading data"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The full data set can be downloaded from the remote WikiEnergy database. The credentials are omitted here for security reasons."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# download_wikienergy(database_username, database_password, hdf_filename)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Loading data"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "data_dir = '/Users/nipunbatra/Downloads/'\n",
      "we = DataSet(join(data_dir, 'wikienergy.h5'))\n",
      "print('loaded ' + str(len(we.buildings)) + ' buildings')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "loaded 239 buildings\n"
       ]
      }
     ],
     "prompt_number": 3
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "building_number = 11\n",
      "print_dict(we.buildings[building_number].metadata)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<ul><li><strong>instance</strong>: 11</li><li><strong>dataset</strong>: WikiEnergy</li><li><strong>original_name</strong>: 434</li></ul>"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x104394450>"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Examine sub-metered appliances"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "elec = we.buildings[building_number].elec\n",
      "elec.appliances"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "[Appliance(type='fridge', instance=1),\n",
        " Appliance(type='dish washer', instance=1),\n",
        " Appliance(type='electric water heating appliance', instance=1),\n",
        " Appliance(type='spin dryer', instance=1),\n",
        " Appliance(type='electric furnace', instance=1),\n",
        " Appliance(type='sockets', instance=1),\n",
        " Appliance(type='sockets', instance=2),\n",
        " Appliance(type='air conditioner', instance=1),\n",
        " Appliance(type='sockets', instance=3),\n",
        " Appliance(type='sockets', instance=4)]"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Wiring hierarchy of meters"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "elec.draw_wiring_graph();"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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cSJUqVXId++mnn/L333/TpUuXPJ/B1m3mCQkJlC9fPs+ADrYHb4vFYvN2c1u7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AQYHcXpzNR4BwUFcfnyZVMdmIeEhJhuunlgYKCpRr0BhgwZgsViYcyYMUZHMYTFYmHixIn4+PjQ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\ne/ZZLBYLyTYbm1955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AhGrllDss1Glxo1eDhtWv2N9i3Z/duNttNXgoOpMWECxfPl4/FS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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x104394050>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Plot sub-metered data for a single day"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "we.set_window(start='2014-04-01 00:00:00', end='2014-04-02 00:00:00')\n",
      "elec.plot();"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Zs2YRHBxMaGgoBQUFvPjiiw2TKJFaMNka0ULLl6/WIPVDu+YaR7k2jnJtHOXa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\nRPz2HzIqvCMTDgYkAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10ad4c650>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Good sections"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "elec.mains().good_sections()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "[TimeFrame(start='2014-04-01 00:00:00-05:00', end='2014-04-02 00:00:00-05:00', empty=False)]"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Training and disaggregation"
     ]
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "CO"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Train\n",
      "co = CombinatorialOptimisation()\n",
      "co.train(elec)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Training model for submeter 'ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])'\n",
        "Training model for submeter 'ElecMeter(instance=3, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=4, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=2)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])'\n",
        "Training model for submeter 'ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=8, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=3)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=9, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=4)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Training model for submeter 'ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Done training!\n"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Disaggregate\n",
      "disag_filename = join(data_dir, 'wikienergy-disag-co.h5')\n",
      "output = HDFDataStore(disag_filename, 'w')\n",
      "co.disaggregate(elec.mains(), output)\n",
      "output.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "vampire_power = 321.0 watts\n",
        "Estimating power demand for 'ElecMeter(instance=2, building=11, dataset='WikiEnergy', appliances=[Appliance(type='air conditioner', instance=1)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Estimating power demand for 'ElecMeter(instance=3, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=1)])'\n",
        "Estimating power demand for 'ElecMeter(instance=4, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=2)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Estimating power demand for 'ElecMeter(instance=5, building=11, dataset='WikiEnergy', appliances=[Appliance(type='dish washer', instance=1)])'\n",
        "Estimating power demand for 'ElecMeter(instance=6, building=11, dataset='WikiEnergy', appliances=[Appliance(type='spin dryer', instance=1)])'\n",
        "Estimating power demand for 'ElecMeter(instance=7, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric furnace', instance=1)])'\n",
        "Estimating power demand for 'ElecMeter(instance=8, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=3)])'"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n",
        "Estimating power demand for 'ElecMeter(instance=9, building=11, dataset='WikiEnergy', appliances=[Appliance(type='sockets', instance=4)])'\n",
        "Estimating power demand for 'ElecMeter(instance=10, building=11, dataset='WikiEnergy', appliances=[Appliance(type='fridge', instance=1)])'\n",
        "Estimating power demand for 'ElecMeter(instance=11, building=11, dataset='WikiEnergy', appliances=[Appliance(type='electric water heating appliance', instance=1)])'\n"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "FHMM"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%capture\n",
      "# Train\n",
      "fhmm = fhmm_exact.FHMM()\n",
      "fhmm.train(elec)\n",
      "# Disaggregate\n",
      "disag_filename = join(data_dir, 'wikienergy-disag-fhmm.h5')\n",
      "output = HDFDataStore(disag_filename, 'w')\n",
      "fhmm.disaggregate(elec.mains(), output)\n",
      "output.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 11
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Examine disaggregated data"
     ]
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "CO"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "disag_filename = join(data_dir, 'wikienergy-disag-co.h5')\n",
      "disag = DataSet(disag_filename)\n",
      "disag_elec = disag.buildings[building_number].elec\n",
      "disag_elec.plot()\n",
      "disag.store.close()\n",
      "plt.title(\"CO\");"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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t7ZVngyjXxlGujaNcG8PoPFssFsPudbvWr1/P888/T7du3WwLy7Rs2RK48sfPa/8Aeu7c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\nVYXq34ey5NARxYYNFqrjJR3KKMSZk6pOOsjQQYTSk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2EO7SUI7P4y4xEGEIqU1kSKdl2E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2loCnHUdSSGa6MSSVEr0WSZ0bUWNMUlmUN2lKDeFNH+PR8pW47SzzArx+WQsmTZmUEWBpKk1z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\nnwAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10e5718d0>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Calculate accuracy of disaggregation"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "disag = DataSet(disag_filename)\n",
      "disag_elec = disag.buildings[building_number].elec\n",
      "\n",
      "f1 = f1_score(disag_elec, elec)\n",
      "f1.index = disag_elec.get_labels(f1.index)\n",
      "f1.plot(kind='barh')\n",
      "plt.ylabel('appliance');\n",
      "plt.xlabel('f-score');\n",
      "plt.title(\"CO\");\n",
      "\n",
      "disag.store.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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FKovHbXQZaMDoofrL1DJc7qbNjS4DAG5YPoXSyspKBQYGVnnt3Llzaty4cZ0U\nBRihbFay0SUAAOohW0qqRCgFgDrj0/Ld7t27a/ny5SorK5N0/jum77zzjnr06FGnxQEAAAAAbmw+\nhdIRI0aouLhYjz/+uEpLS/Xoo4/q+PHjGjZsWF3XBwAAAAC4gfm0fLdJkyZ69tlnVVxcrJMnT6pF\nixZq1qxZXdeGKxgyZIhuueUW7/N77rlHP/nJTzR9+nQ9+uijio6Ortbx8vPzVVRUpNtvv/2y251O\npz788EM9/vjjPh1v//79euONN9SoUSO98soratSoUbXqAQAAAHDz8CmU7tq1S2FhYYqKilJoaKgk\nqaCgQCdPnlRcXFydFohLBQQEaPbs2Ze8bjKZanS8/Px8OZ3Oy4ZSj8ej6OjoagXdjz76SD/96U91\n3333+TymoqJCZjM/mwsAAADcbHwKpWlpaZoxY0aV1wIDA/Xmm2/qN7/5TZ0UBv98/vnnWr16tcrL\nyxUeHq4xY8YoMDBQubm5Wr58uVwul2w2m1544QW98847Ki8v14EDB5SYmKijR4/q2LFjOn78uFq2\nbKkBAwbovffeU0pKilwul9LT0+V0OmUymTRo0CD16tXLe94PPvhAH3/8sXbv3q3PPvtM/fv3946V\nzvdSTEyM+vbtq7Fjxyo+Pl67d+/WT37yE/3hD3/Q/fffr507d8rj8WjixImKiopSbm6u3nrrLZWX\nl8tmsykpKUlRUVGqqKjQihUr9Pnnn8tsNqtfv3565JFH5HQ69fbbb8vlcslut2vs2LHef0wBAAAA\nUL/4FEpPnTql5s2r3nUuNDRU3377bZ0UhasrKyvT5MmTvc9/+tOf6u677/Y+P3XqlDIyMjRt2jTZ\nbDatXbtW69atU2JiohYsWKCJEycqOjraG0yHDBkip9OpkSNHSjr/u7QFBQV66aWX1KhRI2VnZ3uP\nvWbNGgUFBWnOnDmSpDNnzlSprV+/fvriiy/Uo0cP9erVq8pY6fxs7ndndO12u1JTUyVJf/jDHxQS\nEqLU1FS9//77eu+99/SrX/1KP/jBD/TSSy/JbDZr9+7dWrlypSZNmqS//e1vOnnypF577TWZzWad\nPn1abrdb6enpSk5Olt1u1/bt27Vy5UolJSXV0tUHAAAAUJt8CqVhYWHas2ePunbt6n1t3759CgsL\nq7PCcGU2m+2yy3cvOnjwoI4ePaopU6ZIktxutzp06KCCggI1a9bMuxT3+z/zc5HJZFKPHj0u+13Q\nvXv3asKAeY/gAAAgAElEQVSECd7nQUFBlz1GZWWlT+8lPj6+yvOLs67t2rXTP//5T0nng++iRYtU\nWFgok8kkj8cjSdqzZ48eeugh77Lf4OBgHT58WEeOHNHLL78s6fyyYL7/DAAAANRfPoXSwYMHa+7c\nuXrwwQcVHh6uwsJCZWZmMvtUj8XFxWn8+PFVXjt8+LDP4wMCAvw6/8XZUIvFUiWgXvxZoYu+H4wv\nBmGz2ayKigpJ0jvvvKOuXbvq2Wef1fHjx6ssJb9c+G3Tpo1eeeWVq9aXnZ1dZRZ38ODBvrwtAMBN\nyGKxqondbnQZ12Sz2WRvAHWi/qKHUFtWrVrlfexwOORwOK66v0+h9M4779SUKVO0ZcsWZWVlqUWL\nFnrhhRcUGxvrX7WoE+3bt1daWpoKCwsVEREhl8uloqIiRUVFqbi4WHl5eYqJidHZs2cVEBCgxo0b\n6+zZsz4dOy4uThs3btRjjz0m6fws5uVmSy+GxZYtW+ro0aNyu906d+6c9u7dq06dOlXr/Zw9e9Y7\n25mZmVmllr/97W/q0qWLd/luVFSUTp06pZycHHXo0EFut1uFhYVq3bp1lWP68scBAIAkeTxulZSU\nGF3GNdnt9gZRJ+ovegi1wW63V3vCx6dQKkmxsbGE0Hri+98p7d69e5XfjA0JCdGYMWO0cOFCud1u\nSdLQoUMVGRmpCRMmKD09XWVlZQoICNDUqVPlcDi0du1aTZ48WYmJiZKq3sn3u98D/dnPfqa0tDRN\nmjRJZrNZP//5z3XXXXddUuPF/Vu2bKm7775bkyZNUlhYmNq1a3fF9/X9c170H//xH1q8eLEyMjJ0\n++23e7f169dPX331lZ555hlZLBb1799fDz/8sCZOnKhly5aptLRUFRUVSkhIuCSUAgAAAKgfTJU+\nfPmvvLxcmZmZys/P17lz5ySdnwkzmUx68skn67xI4Ho4ktDT6BIAAPWQLSVVnpjqrfIxArNc8Bc9\nhNoQFRVV7TE+zZQuXrxYX375pXr06KGmTZt6X6/p72ICAAAAACD5GEp37dqlRYsWKTg4uK7rAQAA\nAADcRMy+7NSqVSvvdxMBAAAAAKgtPs2U9unTR6+99pp++MMfKjQ0tMq2Ll261ElhAAAAAIAbn0+h\ndOPGjZKklStXXrJt8eLFtVsRYBBbSqrRJaABs1is8nhYUYKao4fqL1PLcKNLAIAbmk933wVuBgUF\nBUaXgAaMOxbCX/QQ/EUPwV/0EGpDTe6+69N3SgEAAAAAqAs+Ld8tLS3VqlWrtH//fpWUlOi7k6tL\nly6ts+IAAAAAADc2n2ZK33zzTR06dEj/+Z//qdOnT+vxxx9Xy5YtlZCQUNf1AQAAAABuYD6F0s8/\n/1yTJk3SXXfdJZPJpLvuuktPP/20Pvroo7quDwAAAABwA/P5O6VNmjSRJDVu3FhnzpxRaGiovvrq\nqzorDAAAAABw4/PpO6Vt27bV/v371bVrV3Xs2FFpaWkKCAio0Z2VAAAAAAC4yKeZ0tGjR6tVq1aS\npMcee0yNGjVSaWmpnnzyyTotDgAAAABwY/NppjQiIsL7ODQ0VElJSXVWEAAAAADg5nHFULp161b1\n6dNHkrRly5YrHuDBBx+s/aoAAAAAADeFK4bSbdu2eUPp1q1bZTKZLrsfoRQAAAAAUFOmysrKSqOL\nAOqDgoICo0tAA2a321VSUmJ0GWjA6CH4ix6Cv+gh1Iaa3Az3ijOlFRUVPh3AbPb5V2UAAAAAAKji\niqH0v/7rv3w6wDvvvFNrxQAAAAAAbi5XDKWvv/769awDAAAAAHATumIoDQsLu+S1yspKlZSUyG63\nX/HGRwAAAAAA+Mqn3yk9ffq0li1bph07dsjj8chisah3794aOXKkgoOD67pGAAAAAMANyqe7FC1Z\nskRlZWWaPXu2li9frtmzZ8vtdmvJkiV1XR8AAAAA4AbmUyjNzs7Wk08+qdatWyswMFCtW7fW2LFj\nlZ2dXdf1AQAAAABuYD4t3/3BD36gEydOqHXr1t7XTpw4oR/84Ad1Vhjqh4yMDG3btk1ms1kmk0mj\nRo1SbGzsFfffvHmzAgIC1KdPnxqdb/HixerRo4d69+5d05IBAAAANCA+hdIuXbrolVdeUZ8+fdSy\nZUudPHlSH330ke677z5t2bLFu9+DDz5YZ4Xi+svJyVFWVpZSU1NltVp1+vRplZeXX3XMgAED/Dqn\nyWS67E20Kioq/PpNXH/HAwAAAKgbPoXSnJwcRURE6ODBgzp48KAkKTw8vMpziVB6oykuLpbdbpfV\ner5NvntTq7Fjx+ruu+/Wrl27ZLPZNG7cOEVERGjVqlVq3LixBg4cqOnTp6t9+/bKzs7WmTNnlJSU\npI4dO15ynrS0NO3Zs0ctWrTwnuviOeLj47V792716tVL//znP5WamipJ+uqrr7RgwQKlpqbK6XTq\n7bfflsvlkt1u19ixYxUaGqrp06fr1ltv1RdffKF77rlHP/7xj+v4igEAAACoLp9C6fTp0+u4DNRH\ncXFxWrNmjcaPH6+uXbsqPj5enTt39m4PCgrSnDlztHXrVr311ltKSUmpMtNpMplUUVGhmTNn6rPP\nPtPq1as1derUKuf45z//qa+++krz589XcXGxJk6cWOUfN+x2uzeI7tmzR/n5+br11lv197//XQ88\n8IA8Ho/S09OVnJwsu92u7du3a+XKlUpKSpLJZJLH49Grr756Ha4WAAAAgJrweT3jmTNntHXrVr33\n3nv66KOPdPr06bqsC/VAYGCgZs2apdGjRyskJEQLFixQZmamd/s999wjSYqPj68yY/5dvXr1kiS1\na9dOJ06cuGT7/v37de+998pkMqlZs2ZyOBxVtsfHx3sf9+vXT5mZmaqoqNCOHTt077336t///reO\nHDmil19+WZMnT1ZGRoa++eaby44HAAAAUP/4NFO6d+9ezZkzR1FRUd7vlL755puaNGmS4uLi6rpG\nGMhsNqtz587q3Lmz2rZtqw8//FB9+/b1efzF5bhms1kej+ey+1RWVl5xfGBgoPdxr169tHr1anXp\n0kUxMTEKDg7WN998ozZt2uiVV1657PiAgIDLvp6dnV3l7tGDBw+W3W6/5vsBrsRms9FD8As9BH/R\nQ/AXPYTasmrVKu9jh8NxycTT9/kUStPS0jRq1Kgqs047duxQenq6FixYUMNSUd8VFBTIZDIpMjJS\nkpSfn69WrVp5t2/fvl2JiYnavn27brvtNknnA+bVQub3de7cWZs3b9b999+vb7/9VtnZ2brvvvsu\nu2+jRo3UrVs3vfHGG0pKSpIkRUVF6dSpU8rJyVGHDh3kdrtVWFhY5U7Rl3O5P46SkhKf6wa+z263\n00PwCz0Ef9FD8Bc9hNpgt9s1ePDgao3xKZQWFRVd8hMdd955p373u99V62RoWFwul5YtW6YzZ87I\nYrEoIiJCo0eP9m4/c+aMnn32WTVq1Ejjx4+XdOW7517c9n133XWX9u7dq4kTJ6ply5becHsl9957\nrz799FN169ZN0vmZ2IkTJ2rZsmUqLS1VRUWFEhISrhlKAQAAANQPpkofprXS09MVERGhH/3oR97X\nNmzYoMLCQo0cObJOC0T9NHbsWKWmpla5I+/18N5778nlclX7X198UVBQUOvHxM2Df12Gv+gh+Ise\ngr/oIdSGqKioao/xaab00KFD2rx5s9599101b95c33zzjU6dOqXY2FhNmzZN0vlZsBkzZlS7ADRM\nV5oNrUuvvfaajh8/rhdffPG6nxsAAABA3fBppvS7d1y9murcAAeob5gphT/412X4ix6Cv+gh+Ise\nQm2os5nSvn37qri4WLm5uTp16lSVbd/9TUkAAAAAAKrDp1D6ySef6PXXX1dkZKSOHDmiNm3a6MiR\nI+rYsSOhFAAAAABQYz6F0j/+8Y9KSkpSfHy8Hn/8cc2ePVt///vfdeTIkbquDwAAAABwAzP7stPX\nX39d5TdKKysrdf/99+vDDz+ss8IAAAAAADc+n0JpSEiIiouLJUmtWrVSTk6OCgsL5cM9kgAAAAAA\nuCKflu/269dPBw4cUO/evZWQkKCXXnpJkjRw4MA6LQ4AAAAAcGPz6Sdhvu/EiRM6d+6cWrduXRc1\nAYbgJ2HgD26jD3/RQ/AXPQR/0UOoDXX2kzDf16pVq5oMAwAAAACgCp++UwoAAAAAQF0glAIAAAAA\nDEMoBQAAAAAYhlAKAAAAADAMoRQAAAAAYBhCKQAAAADAMIRSAAAAAIBhCKUAAAAAAMMQSgEAAAAA\nhiGUAgAAAAAMQygFAAAAABjGanQBQH1hydtvdAlowMojWktBdqPLAAAAaHAIpcAFZbOSjS4BDZjl\nhbmEUgAAgBpg+S4AAAAAwDCEUgAAAACAYVi+e5MaMmSIbrnlFnk8HpnNZt1///1KSEiQyWSS0+nU\nhx9+qMcff/yyY7Ozs/WXv/xFKSkp161eI84JAAAAoO4RSm9SAQEBmj17tiTp1KlTWrhwoUpLSzV4\n8GBFR0crOjra4AprV0VFhcxmFgYAAAAA9Q2hFAoJCdHo0aP13HPPafDgwVVmJfft26e33npLkmQy\nmTRjxgxJ0rlz5zRv3jwdOXJE7dq107hx46oc89tvv9Wrr76qWbNmKT8/X8nJyVqyZIlatGihp556\nSnPnztXu3bv15z//WW63W8HBwRo3bpyaNm1a7XM6nU69/fbbcrlcstvtGjt2rEJDQzV9+nTdeuut\n+uKLL3TPPffoxz/+8fW5oAAAAAB8RiiFJCksLEwVFRU6depUldf/8pe/6Je//KU6dOigc+fOqVGj\nRpKkQ4cOad68eWrWrJmmTp2qAwcOqGPHjt5xTZs2VXl5uc6ePasDBw4oJiZG+/fv12233aamTZvK\nZrOpU6dO6tmzpyTpgw8+0LvvvqtHH320WueMjY1Venq6kpOTZbfbtX37dq1cuVJJSUkymUzyeDx6\n9dVXr9NVBAAAAFBdhFJc1W233ably5fr3nvvVa9evdS8eXNJUmxsrPfxrbfeqhMnTlQJpZLUoUMH\nffHFF9q/f78SExO1a9cuVVZWevf7+uuvNX/+fBUXF8vtdis8PLza52zSpImOHDmil19+WdL5ZbrN\nmjXz1hAfH1+HVwcAAACAvwilkCQdO3ZMZrNZISEhVV5PTExUjx49lJWVpalTp+qFF16QJFmt/791\nzGazPB7PJcfs1KmT9u3bp5MnT+rOO+/Uu+++K5PJpB49ekiS0tPTNXDgQPXo0UP79u3T6tWra3TO\nNm3a6JVXXrns+woICLjs69nZ2crOzvY+Hzx48NUvEHANZrNJdju/U4qas9ls9BD8Qg/BX/QQasuq\nVau8jx0OhxwOx1X3J5RCp06d0htvvKFHHnnkkm2FhYVq06aN2rRpo7y8PBUUFKhJkyY+HbdTp05a\nuXKlHA6HTCaTgoOD9dlnn+kXv/iFJOns2bPeWc3MzMxqn9NkMikqKkqnTp1STk6OOnToILfbrcLC\nQrVu3fqqtfnyxwFUR0VFpUpKSowuAw2Y3W6nh+AXegj+oodQG+x2e7UnfAilN6mysjJNnjy5yk/C\nXLwRkMlkkslkkiRt2LBB2dnZMpvNatOmjbp3766cnBzv9ou+/1ySWrVqJel8OJWkjh076ptvvvEG\nzJ///OeaP3++goKC1KVLF504caJa55TOz55OnDhRy5YtU2lpqSoqKpSQkHDNUAoAAACgfjBVVlZW\nGl0EUB8cSehpdAlowBq/MFdlt7Y3ugw0YMxQwF/0EPxFD6E2REVFVXsMP9wIAAAAADAMoRQAAAAA\nYBhCKQAAAADAMIRSAAAAAIBhuPsucIEtJdXoEtCAmVtFGF0CAABAg0QoBS7wxHQyugQ0YE3sdrm4\nYyEAAEC1sXwXAAAAAGAYQikAAAAAwDCEUgAAAACAYQilAAAAAADDEEoBAAAAAIYhlAIAAAAADEMo\nBQAAAAAYhlAKAAAAADAMoRQAAAAAYBhCKQAAAADAMIRSAAAAAIBhCKUAAAAAAMMQSgEAAAAAhiGU\nAgAAAAAMQygFAAAAABjGanQBQH1hydtvdAlowM5ZrLJ43EaXgQaMHoK/6CFIkqlluNxNmxtdBlAt\nhFLggrJZyUaXAAAA4BdbSqpEKEUDw/JdAAAAAIBhmClFncjIyNC2bdtkNptlMpk0atQoxcbG+jw+\nMzNTTqdTI0eO9Gn/9evXa8CAAbLZbDUtGQAAAIABCKWodTk5OcrKylJqaqqsVqtOnz6t8vLyOj3n\nhg0b1KdPH0IpAAAA0MAQSlHriouLZbfbZbWeb6/g4GBJ0p49e7RixQp5PB7FxMToiSeekNVqVW5u\nrpYvXy6XyyWbzaapU6dWOV5WVpYyMjKUnJwsp9Op1atXq7y8XOHh4RozZoy2bNmioqIizZgxQyEh\nIZoyZYqWLl0qp9Mpk8mkBx54QAkJCdf9OgAAAAC4NkIpal1cXJzWrFmj8ePHq2vXroqPj1dsbKyW\nLFmiF198UREREVq0aJHef/99PfTQQ1q4cKGefvppRUdHe4PpRZ988onWr1+v559/Xm63WxkZGZo2\nbZpsNpvWrl2rdevWadCgQVq/fr2mT5+u4OBgOZ1OFRUVae7cuZKk0tJSoy4FAAAAgGsglKLWBQYG\natasWTpw4ID27t2rBQsWKDExUWFhYYqIiJAk9e3bVxs3blSXLl0UGhqq6Oho79iL9u7dq7y8PE2d\nOlWBgYHauXOnjh49qilTpkiS3G63OnTocMn5w8PDdezYMaWnp+uOO+5Qt27drsO7BgAAAFAThFLU\nCbPZrM6dO6tz585q27atNm3aVGV7ZWXlNY8RHh6u48ePq6CgwBta4+LiNH78+KuOCwoK0pw5c7Rr\n1y5t3rxZO3bsUFJSUpV9srOzlZ2d7X0+ePBgX98aAABAvWWxWNXEbq/RWJvNJnsNxwLftWrVKu9j\nh8Mhh8Nx1f0Jpah1BQUFMplMioyMlCTl5+crPDxce/bsUWFhoSIiIrR161Y5HA5FRUWpuLhYeXl5\niomJ0dmzZxUQECBJatWqlYYPH645c+Zo4sSJat++vdLS0rzHcLlcKioqUmRkpBo3bqzS0lIFBwer\npKREFotFvXr1UmRkpBYtWnRJjb78cQAAADQ0Ho9bJSUlNRprt9trPBa4yG63V3vCh1CKWudyubRs\n2TKdOXNGFotFERERGj16tPLz8zV//nx5PB7FxsZqwIABslqtmjBhgtLT01VWVqaAgADv8lxJioqK\n0rhx4zRv3jylpKRozJgxWrhwodxutyRp6NChioyMVP/+/TVz5kw1b95cI0aM0JIlS7yzscOGDTPk\nOgAAAAC4NlOlL+sogZvAkYSeRpcAAADgF1tKqjwxnWo0lplS1IaoqKhqjzHXQR0AAAAAAPiEUAoA\nAAAAMAyhFAAAAABgGEIpAAAAAMAw3H0XuMCWkmp0CWjALBarPB630WWgAaOH4C96CJJkahludAlA\ntRFKgQtqeqc6QJKacMdC+Ikegr/oIQANFct3AQAAAACGIZQCAAAAAAxDKAUAAAAAGIZQCgAAAAAw\nDKEUAAAAAGAYQikAAAAAwDCEUgAAAACAYQilAAAAAADDEEoBAAAAAIYhlAIAAAAADEMoBQAAAAAY\nhlAKAAAAADAMoRQAAAAAYBhCKQAAAADAMIRSAAAAAIBhrEYXANQXlrz9RpeABuycxSqLx210GWjA\n6CH4ix5q+Ewtw+Vu2tzoMoDrjlAKXFA2K9noEgAAwE3MlpIqEUpxE2L5LgAAAADAMIRSAAAAAIBh\nWL6LOpGRkaFt27bJbDbLZDJp1KhRio2N9Xl8ZmamnE6nRo4c6dP+69ev14ABA2Sz2WpaMgAAAAAD\nEEpR63JycpSVlaXU1FRZrVadPn1a5eXldXrODRs2qE+fPoRSAAAAoIEhlKLWFRcXy263y2o9317B\nwcGSpD179mjFihXyeDyKiYnRE088IavVqtzcXC1fvlwul0s2m01Tp06tcrysrCxlZGQoOTlZTqdT\nq1evVnl5ucLDwzVmzBht2bJFRUVFmjFjhkJCQjRlyhQtXbpUTqdTJpNJDzzwgBISEq77dQAAAABw\nbYRS1Lq4uDitWbNG48ePV9euXRUfH6/Y2FgtWbJEL774oiIiIrRo0SK9//77euihh7Rw4UI9/fTT\nio6O9gbTiz755BOtX79ezz//vNxutzIyMjRt2jTZbDatXbtW69at06BBg7R+/XpNnz5dwcHBcjqd\nKioq0ty5cyVJpaWlRl0KAAAAANdAKEWtCwwM1KxZs3TgwAHt3btXCxYsUGJiosLCwhQRESFJ6tu3\nrzZu3KguXbooNDRU0dHR3rEX7d27V3l5eZo6daoCAwO1c+dOHT16VFOmTJEkud1udejQ4ZLzh4eH\n69ixY0pPT9cdd9yhbt26XYd3DQAAAKAmCKWoE2azWZ07d1bnzp3Vtm1bbdq0qcr2ysrKax4jPDxc\nx48fV0FBgTe0xsXFafz48VcdFxQUpDlz5mjXrl3avHmzduzYoaSkpCr7ZGdnKzs72/t88ODBvr41\nAACAOmGxWNXEbjfs/DabTXYDz48bx6pVq7yPHQ6HHA7HVfcnlKLWFRQUyGQyKTIyUpKUn5+v8PBw\n7dmzR4WFhYqIiNDWrVvlcDgUFRWl4uJi5eXlKSYmRmfPnlVAQIAkqVWrVho+fLjmzJmjiRMnqn37\n9kpLS/Mew+VyqaioSJGRkWrcuLFKS0sVHByskpISWSwW9erVS5GRkVq0aNElNfryxwEAAHA9eTxu\nlZSUGHZ+u91u6PlxY7Db7dWe8CGUota5XC4tW7ZMZ86ckcViUUREhEaPHq38/HzNnz9fHo9HsbGx\nGjBggKxWqyZMmKD09HSVlZUpICDAuzxXkqKiojRu3DjNmzdPKSkpGjNmjBYuXCi32y1JGjp0qCIj\nI9W/f3/NnDlTzZs314gRI7RkyRLvbOywYcMMuQ4AAAAArs1U6cs6SuAmcCShp9ElAACAm5gtJVWe\nmE6GnZ+ZUtSGqKioao8x10EdAAAAAAD4hFAKAAAAADAMoRQAAAAAYBhCKQAAAADAMNx9F7jAlpJq\ndAlowCwWqzwet9FloAGjh+AveqjhM7UMN7oEwBCEUuACI+92h4avCXcshJ/oIfiLHgLQULF8FwAA\nAABgGEIpAAAAAMAwhFIAAAAAgGEIpQAAAAAAwxBKAQAAAACGIZQCAAAAAAxDKAUAAAAAGIZQCgAA\nAAAwDKEUAAAAAGAYQikA/L/27jWoqrJ/4/i12XiIk5xGBTHxkAY6OZ4S5aAPVi/SJnWmbDI1Hcs0\nbUYSFQ8jjBpqas4YqE0imdaokznmTDrOqCmgEiUzQgjyYIiAKRginnJv1v9FyT8eKLeirI1+P69w\n7XuvdS38uVk/75u1AAAAYBqaUgAAAACAaWhKAQAAAACmoSkFAAAAAJiGphQAAAAAYBqaUgAAAACA\naVzNDgA4C+t/88yOgBbsttVVVrvN7BhowaghNBU1hKaihprO4t9Btna+ZsdocWhKgb/8sWKe2REA\nAADQgrWev1KiKb1vLN8FAAAAAJiGpvQxkpmZqXHjxqmsrKxu25UrV7R27VrTMiUlJenEiROSpI0b\nN6q0tFSStHv37nrjFi9e3OzZAAAAAJiPpvQxkp6erv79+ystLa1um6+vr2JiYhqMtdvtzZLJYrHI\nYrFIkt577z116tRJkrRnz55645YuXfpIc9TW1j7S/QMAAAB4MPxO6WPi1q1bKiwsVEJCgpYvX67X\nX39dknTp0iWtXLlSa9as0ZEjR3Ty5Endvn1bhmFoyZIl9fbxww8/aN++fZKkLl26aObMmbp06ZI2\nbNigmpoaeXl5afr06fL391dSUpLc3NxUVFSkqqoqjR8/XmFhYTIMQykpKTp9+rT8/Pzk6vr/JRYf\nH6+JEyfq+PHj+uOPPzR37lx17txZs2bN0oQJE/Tll1/KMAxt27ZN2dnZslgsGjt2rIYOHarc3Fzt\n2rVLXl5eKikpUdeuXfXBBx9IkoqKirR161bdunVLnp6eev/99+Xt7a34+HgFBwcrPz9f4eHhGjVq\nVDP9bQAAAABwFE3pY+LHH39U37595e/vLy8vLxUVFalbt24Nxv36669avXq13N3d620vKSnR7t27\ntXz5cnl4eOj69euSpJSUFP3nP/9RVFSUDh8+rC1btig2NlaSVFVVpaVLl+rChQtatWqVwsLClJmZ\nqfLycn3yySeqqqpSTEyMoqOjJaluxnT8+PE6cOCAVq1aVXf8u6+dPHlSxcXFWr16taqrqxUXF6fQ\n0NC67GvXrpWPj48WL16sM2fOqEePHkpJSdG8efPk6empjIwMff3115o+fbosFovsdrsSExMf8ncb\nAAAAwMNCU/qYSE9P18iRIyVJYWFhSk9Pb7Qpfe655xo0pJKUk5OjIUOGyMPDQ5Lqxpw9e1Zz586V\nJEVGRmrbtm2S/mwiBw0aJEkKCgrS1atXJUl5eXmKiIiQxWKRj4+PevfufV/ncebMmbr3t2vXTqGh\noSosLJSbm5t69OghX98/72YWHBysy5cvy83NTSUlJXXLf2tra+Xj41O3v6FDh97X8QEAAAA0L5rS\nx0BNTY1yc3NVUlIi6c/GzGKxaMKECQ3GtmnTptF93J2pbIxhGI1u//vS3L+P+afxjrBYLA3efzfb\n34/n4uJS93uxnTt31rJlyxrd3z+db25urnJzc+v+fHe5MwAAAPCgrFZXuXl6mh3DdDt37qz7unfv\n3vecqKIpfQycOHFCUVFReuedd+q2xcfHKy8vT35+fg7to0+fPvr44481atQoeXh4qKamRh4eHurV\nq5fS09MVFRWltLQ0hYSE/Ot+QkNDdfDgQQ0bNkxXr15Vbm6uIiMjG4yzWq2y2+2yWq31toeEhNS9\nv6amRnl5eZowYYIuXLjQYB8Wi0WBgYGqrq5WQUGBevbsKZvNposXLyooKOhfczryjwMAAAC4H3a7\nTZx2vWkAAApcSURBVNeuXTM7hqk8PT3ve8KHpvQxkJ6ertGjR9fbNnjwYKWnp+vVV1/911nQu4KC\ngjR27FgtWbJELi4u6tq1q2bMmKEpU6YoOTlZ3333nby8vDRjxoy69/x9v3e/fv7555WTk6OYmBj5\n+/urV69ejR7vhRde0Jw5c9StWzfNmjWr3vsLCgoUGxsri8Wit956S+3atVNpaWmj5+Hq6qqYmBht\n2bJFN27cUG1trUaOHHnPphQAAACAc7AYTVlrCTxGSkYONDsCAAAAWrDW81fK3v3fVxY+7gIDA+/7\nPTynFAAAAABgGppSAAAAAIBpaEoBAAAAAKahKQUAAAAAmIa77wJ/aT1/pdkR0IJZra6y221mx0AL\nRg2hqaghNBU11HQW/w5mR2iRaEqBvzzpd0pD07h5ej7xzyVD01BDaCpqCE1FDcEsLN8FAAAAAJiG\nphQAAAAAYBqaUgAAAACAaWhKAQAAAACmoSkFAAAAAJiGphQAAAAAYBqaUgAAAACAaSyGYRhmhwAA\nAAAAPJmYKQUk7dy50+wIaOGoITQVNYSmoobQVNQQHoYHqSOaUgAAAACAaWhKAQAAAACmoSkFJPXu\n3dvsCGjhqCE0FTWEpqKG0FTUEB6GB6kjbnQEAAAAADANM6UAAAAAANPQlAIAAAAATONqdgCgOWVn\nZys1NVW1tbWKjo7W6NGjG4xJSUlRdna22rRpoxkzZqhr164mJIWzulcNHTt2THv37pVhGHrqqac0\ndepUdenSxaS0cEaOfA5JUmFhoRYtWqTZs2dr8ODBzZwSzsyRGsrNzdUXX3whu90uT09PxcfHN39Q\nOK171VB1dbXWr1+vqqoq1dbW6pVXXtHw4cPNCQunk5ycrFOnTsnLy0tr1qxpdMx9X08bwBPCbrcb\nM2fONH777Tfjzp07xpw5c4ySkpJ6Y3766Sfjo48+MgzDMAoKCowFCxaYERVOypEays/PN65fv24Y\nhmGcOnWKGkI9jtTQ3XHx8fFGYmKicfz4cROSwlk5UkM1NTXG7NmzjYqKCsMwDOPq1atmRIWTcqSG\nduzYYWzfvt0wjD/rZ/LkyYbNZjMjLpzQL7/8YhQVFRkxMTGNvv4g19Ms38UTo7CwUB07dlT79u3l\n6uqq8PBwZWVl1RuTlZWlYcOGSZKeeeYZXb9+XVVVVWbEhRNypIZ69uwpNzc3SVKPHj1UWVlpRlQ4\nKUdqSJK+//57hYWFycvLy4SUcGaO1FBaWpoGDx4sPz8/SaKOUI8jNeTj46MbN25Ikm7evClPT09Z\nrVYz4sIJhYSEyN3d/R9ff5DraZpSPDGuXLlS9wNaknx9fXXlypV/HePn59dgDJ5cjtTQ3x06dEj9\n+vVrjmhoIRz9HMrKytJLL70kSbJYLM2aEc7NkRoqLy9XTU2NEhISNH/+fB09erS5Y8KJOVJDI0aM\n0IULFzRt2jTFxsbq7bffbuaUaMke5HqaphT4HwZPScJDkJOTo8OHD2v8+PFmR0ELk5qaqjfffFMW\ni0WGYfCZhPtmt9t17tw5xcXFaeHChfrmm29UXl5udiy0IN9++62Cg4O1adMmrVq1Sps3b9bNmzfN\njoUW5H5/dnGjIzwxfH196y2lrKyslK+v732PwZPL0fooLi7Wpk2btHDhQnl4eDRnRDg5R2qoqKhI\n69atkyRdu3ZN2dnZcnV11cCBA5s1K5yTIzXk5+cnT09PtW7dWq1bt1ZISIiKi4sVEBDQ3HHhhByp\noYKCAo0ZM0aS6pb6lpWVqXv37s2aFS3Tg1xPM1OKJ0b37t118eJFXbp0STabTRkZGQ0u8gYOHFi3\nzKmgoEDu7u7y9vY2Iy6ckCM1VFFRodWrV2vWrFnq2LGjSUnhrBypoU8//VRJSUlKSkpSWFiYpk6d\nSkOKOo7U0KBBg5Sfn6/a2lrdvn1bZ8+eVVBQkEmJ4WwcqaHAwECdPn1aklRVVaWysjJ16NDBjLho\ngR7ketpisC4IT5BTp07VuwX6mDFjdPDgQUnSiy++KEnavHmzsrOz1bZtW02fPl3dunUzMzKczL1q\naOPGjcrMzJS/v78kyWq1KjEx0czIcDKOfA7dlZycrAEDBvBIGNTjSA3t3btXR44ckcVi0YgRI/Ty\nyy+bGRlO5l41VF1dreTkZFVWVqq2tlZjxoxRRESEyanhLNatW6e8vDxVV1fL29tbr732mux2u6QH\nv56mKQUAAAAAmIbluwAAAAAA09CUAgAAAABMQ1MKAAAAADANTSkAAAAAwDQ0pQAAAAAA09CUAgAA\nAABMQ1MKAAAembKyMsXGxmrSpEnav3+/2XEAAE6I55QCAIBHZsOGDXJ3d9fEiRPNjgIAcFLMlAIA\ngEemoqJCQUFBzX5cwzDE/7sDQMvATCkAAHgkEhISlJeXJ6vVKldXV61cuVIdO3ase33Pnj3av3+/\nbt68KR8fH02dOlV9+vRRbW2t9uzZo8OHD6u6uloBAQGKjY2Vn5+f8vPzlZqaqvLycgUEBGjy5Mnq\n2bOnJCk+Pl7PPvuscnNzde7cOa1Zs0Y2m00pKSk6d+6cvLy8NG7cOA0ZMsSsbwkAoBGuZgcAAACP\npyVLlighIUGRkZGKjo6u91pZWZkOHDigFStWyNvbWxUVFbLb7ZKkffv2KSMjQwsWLFBAQIDOnz+v\nNm3aqKamRitWrNCUKVMUHh6u48ePKzExUevXr5eHh4ck6dixY4qLi1NgYKBu3bqlDz/8UOPGjdPC\nhQt1/vx5LV26VJ07dzZl9hYA0DiW7wIAgGbn4uIim82mkpIS2Ww2+fv7q0OHDpKkQ4cO6Y033lBA\nQIAk6emnn5aHh4d+/vlnBQYGKjIyUi4uLgoPD1enTp2UlZUlSbJYLBo2bJiCgoLk4uKi7OxstW/f\nXsOHD5eLi4uCg4M1ePBgnThxwrTzBgA0xEwpAAB45BITE5WXlydJevfddxUREaFJkyZp165dKikp\nUd++fTVp0iT5+PiosrKy3jLfu65cuSI/P7962/z9/fX777/X+/Ndly9f1tmzZzV58uS6bXa7XVFR\nUQ/79AAATUBTCgAAHrm4uLgG2yIiIhQREaGbN2/qs88+0/bt2zVz5kz5+fnp4sWLDZbY+vr6KjMz\ns962iooK9evXr9Fj+vv7KzQ0VIsWLXp4JwIAeOhYvgsAAJpdWVmZcnJydOfOHbVq1UqtWrWSi8uf\nlyXR0dHasWOHLl68KMMwVFxcrJqaGvXv31/l5eVKS0uT3W5XRkaGSktLNWDAgEaPMWDAAJWXl+vo\n0aOy2Wyy2WwqLCxUaWlpc54qAOAemCkFAADNzmaz6auvvlJpaamsVqt69eqladOmSZJGjRolm82m\nZcuW6dq1a+rUqZPmzJkjX19fzZs3T6mpqfr8888VEBCg+fPn193k6H+1bdtWCxcu1NatW7V161YZ\nhqHg4GCemQoAToZHwgAAAAAATMPyXQAAAACAaWhKAQAAAACmoSkFAAAAAJiGphQAAAAAYBqaUgAA\nAACAaWhKAQAAAACmoSkFAAAAAJiGphQAAAAAYBqaUgAAAACAaf4PM55i3+5kQYMAAAAASUVORK5C\nYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10aeb73d0>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "disag_filename = join(data_dir, 'wikienergy-disag-fhmm.h5')\n",
      "disag = DataSet(disag_filename)\n",
      "disag_elec = disag.buildings[building_number].elec\n",
      "disag_elec.plot()\n",
      "plt.title(\"FHMM\");\n",
      "disag.store.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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PPfQQu3btwsvLiwkTJgAXk5ClS5fy4Ycf4unpSWZmJiUlJfUSJ5HqUI+FiIiI\nNFguLi4kJSVhsViYMGECwcHBxMfHc+rUKdauXctjjz1GmzZtaNKkCRMnTuS9996jtLSUdevWERYW\nRmRkJDabjVtuuaXCojFZWVkMHjyYe++910gUNm7cSNu2bYmNjcVqtRIYGMjAgQPZsGEDcHH41OVD\nqGw2G0VFRRw8eJDi4mK8vb259dZbzQ2QyHVQj4WIiIjUu3nz5tVKPWPHjr3uMna7ncTEROBiL8HY\nsWOZMmUKJ0+exMfHx7jO29ubkpISTp06xYkTJ2jbtm2l9ZWXl7N582aaNm3K0KFDjeOZmZmkpqbi\n7+9vHCspKSEmJga4cj+v9u3bM3XqVObMmcOhQ4fo3bs3kydPpmXLltf9jCJmUGIhIiIi9e5GEoK6\nYLfbGTx4MMuXL6dly5YcO3bMOJeZmYmDgwOenp54eXmxe/fuSuuwWCw8+OCD5OXlMXToUJYvX46z\nszPe3t707NmTlStXVlnup6KiooiKiuLcuXP86U9/Yvr06bWWhInUNg2FEhERkQYrPT2dxYsXc+LE\nCeBi8pCUlESXLl2IiopiyZIlHDt2jPPnzxsrR1mtVgYNGsS2bdtITk6mpKSEnJwcY2PeS8OZpk+f\nTocOHRg2bBgFBQX069ePw4cP8+6771JcXExxcTG7d+8mPT0dgBYtWnD06FGjbd9++y3bt2+nsLAQ\nR0dHGjdurM0G5WdNiYWIiIg0WC4uLqSmphIeHo6vry8RERH4+fkxefJk4uLiuO+++4iOjiY0NBRn\nZ2defPFF4OKwqGXLlrF48WICAwMZMGAABw4cACruYzF79mxat27NiBEjaNSoEStWrGD9+vV07dqV\nkJAQZsyYQVFREQBxcXEcOnQIf39/Ro4cSVFRETNnziQoKIiQkBBycnJ45pln6idQItVgKW9ACy1f\nvlqD1A3tmmsexdo8irV5FGvzmL3ztt5XkZtLVb+3Xl5eVZZRj4WIiIiIiNSYEgsREREREakxJRYi\nIiIiIlJjSixERERERKTGlFiIiIiIiEiNKbEQEREREZEaU2IhIiIiIiI1psRCRERERERqTImFiIiI\nyDVMnDiRV1555ZrX9ejRg23btpnQomtLSEhg9uzZ9d0MaUAc6rsBIiIiIvWpR48enD59GgcHB2w2\nG76+vsTExPDQQw9hsVgAmDlzZrXqslgsRpn69nNqizQM6rEQERGRBs1isfDWW29x8OBBUlJSGDNm\nDAsXLuRpTuEEAAAgAElEQVSpp56q76b9bJSVldV3E+QmoMRCRERE5H+5uLjw29/+lkWLFrF69WoO\nHToEVBxWlJOTw8MPP4y/vz8BAQFER0dXqGPv3r385je/wc/Pj9GjR1NYWFjpve6880727NkDwNq1\na/Hx8SEtLQ2AlStXMmLECABSU1O599578ff3p0uXLjz//PMUFxcb9UyePJng4GBuv/12fvOb3xht\nBjhz5gwPP/wwnTp1Ijw8nO+//944l56eTlxcHAEBAYSFhZGcnGycS0hIYOLEiQwdOhRfX1927Nhx\nwzGVhkOJhYiIiMhPdO7cmdatW/P5558DFYcVLV68GC8vL/bs2cPXX3/NM888Y5QrLy9nw4YNrFix\ngs8++4wDBw7wzjvvVHqP0NBQ4wP7f//7X2699VY+++wzAD777DNCQ0MBcHBw4M9//jN79+7lvffe\nY/v27bz11lsAbN26lZSUFLZv384333zDq6++ipubm9GW9evX89RTT7F//37at2/PrFmzALhw4QJx\ncXFER0ezZ88eFi5cyLPPPmskNgDr169n3LhxpKWl0b1791qLrfxyKbEQERERqUTLli05c+bMFccb\nNWrEyZMnOXbsGDabrcKHbovFwogRI/D09MTNzY3+/fuzb9++SusPDQ3lv//9LwApKSk88cQTxuvP\nP/+cnj17AnDHHXcQEhKC1WrFx8eHIUOGGNc5ODhw7tw50tLSKCsrw2634+npabTlnnvuITg4GJvN\nxqBBg4y2bNy4kbZt2xIbG4vVaiUwMJCBAweyYcMGo30DBgygW7duADRu3LhGsZSGQZO3RUREpN55\npj9z7Yuq4aR9Rq3UA3DixAnj23+42AMAMHr0aF5++WUefPBBAIYMGcKYMWOM61q0aGH87OTkRFZW\nVqX19+jRg2nTpnHy5ElKS0sJDw/n5ZdfJiMjg/z8fAIDAwH49ttvmTp1Knv27OHHH3+kpKSE4OBg\nAO666y7i4+N57rnnyMjIYODAgUyaNAkXFxcAmjdvXqEt58+fByAzM5PU1FT8/f2N8yUlJcTExAAX\nk5LWrVvfYOSkoVJiISIiIvWuNhOC2rB7925++OEH7rzzzivONW3alEmTJjFp0iQOHjxIbGwsnTt3\nplevXldce7VVmdq3b4+TkxNvvPEGoaGhuLi44Onpydtvv13hvs888wxBQUG8+uqrNGnShCVLlvDB\nBx8Y54cPH87w4cPJzs7mscceY9GiRUyYMOGqz+ft7U3Pnj1ZuXJldcIhUi0aCiUiIiIN3qXeiPz8\nfDZu3MiYMWO477776NSpU4XzcHEY0XfffUd5eTkuLi7YbDas1so/Ul1erjKhoaEsXbrUGPb009dw\ncT5E06ZNcXZ2Jj09nX/84x9GwvLVV1/x5ZdfUlxcjLOzM05OTthstmveu1+/fhw+fJh3332X4uJi\niouL2b17N+np6dVqt0hlTO2xOH/+PK+++ioZGRkAPP7447Ru3ZrExEROnz5NixYtGD9+PE2bNgVg\n3bp1bNmyBavVSnx8vNHtd/jwYRYsWEBxcTEhISHEx8eb+RgiIiLyC/PII4/g4OCA1WqlY8eOPPro\nozz88MPG+csnbx85coQXXniB7OxsmjVrxrBhw4yJ1j91rb0kevbsyfr16+nRo4fxevHixRUSixde\neIGnn36aRYsWERgYSGRkpDHpOz8/nylTpnD06FEaN25Mnz59GD16dJX3vvTaxcWFFStWMHXqVKZO\nnUpZWRkBAQFMnjy5Wu0WqYyl3MSU9G9/+xv+/v707duX0tJSCgsLWbt2La6urkRGRpKUlMT58+cZ\nMmQIGRkZzJ07lxkzZpCTk8O0adOYN28eFouFZ555hhEjRmC325kxYwYDBw6kc+fO17z/8ePHTXjK\nhs3V1ZX8/Pz6bkaDoFibR7E2j2JtHjNjrfdV5OZT1e+tl5dXlWVMGwp14cIFvvnmG/r27QuAzWaj\nSZMmfPHFF/Tu3RuAPn36sHPnTgB27txJr169cHBwwNPTk1atWpGWlkZubi4FBQXY7XYAwsLCSElJ\nMesxRERERESkEqYNhTp58iS/+tWvWLhwId9//z3t27fnkUceIS8vz1hxoVmzZuTl5QGQm5uLr6+v\nUd7Dw4OcnBwcHBxwd3c3jru7u5OTk2PWY4iIiIiISCVM67EoLS3lu+++47e//S2zZs3CycmJpKSk\nCtdoLJ+IiIiIyM3JtB4LDw8P3N3djSFMPXv2ZN26dbi5uXHmzBnc3NzIzc2lWbNmwMWeiOzsbKN8\ndna2UcflPRTZ2dkVejAu2bdvX4UNaWJjY3F1da2rx5P/5ejoqDibRLE2j2JtHsXaPGbG+tIqRSJy\n87DZbFX+jbh8N/mAgAACAgIAExMLNzc3mjdvzvHjx/Hy8uLrr7+mTZs2tGnThq1btxIVFcUnn3xi\n7F7ZrVs35s6dS3h4ODk5OWRlZWG327FYLDg7O5OWlobdbmfbtm0MHDjwivtd/pCXaOJY3dMEPfMo\n1uZRrM2jWJvH7MnbInJzKS0trfRvhKurK7GxsZWWMXW52fj4eObPn09JSQktW7bk8ccfp6ysjMTE\nRLZs2WIsNwvg4+NDaGgo48ePx2azMWLECGOo1MiRI1mwYAFFRUWEhIRUa0UoERERERGpO6YuN1vf\ntNxs3dO3jeZRrM2jWJtHsTaPlpsVkav5WS83KyIiIiIiv1xKLERERERu0NChQ1mzZk2t1JWQkMDs\n2bNrpS6R+qDEQkRERBq0lJQUIiIi8PPzIyAggKioKL766qtqlV22bBkxMTG10g6LxaKl9+WmZurk\nbREREZGfk/z8fIYNG8bMmTOJiIigsLCQlJQUHB0d66U9VU19LSkpwcGhdj62XbqHkhipbeqxEBER\nkQbr8OHDWCwWIiMjsVgsODk5ERYWhp+fHwCrVq0iMjKS559/Hj8/P3r37s327duN8jExMaxcudK4\nNioqimnTphEQEEBoaChbtmyp8t579+5lwIABdOrUidGjR1NYWGic27FjB127dmXhwoWEhITw5JNP\n0q9fPzZu3GhcU1xcTGBgoLFv165du4iIiMDf35/+/fvz2WefVWjnrFmziIyMxG63c/To0doJoMhl\nlFiIiIhIg9WhQwesVisJCQls2bKFM2fOXHHN7t27adeuHXv37uWpp55i1KhR5OXlGecv/+Z/9+7d\n2O129u7dy+jRo/njH/9Y6X2LiooYPnw4gwcPZv/+/YSHh/PBBx9UqOv06dPk5eWRkpLC7NmziYmJ\nYe3atcb5jz/+mFatWhEQEMCJEycYNmwY48ePZ//+/bzwwguMGjWqwqbCa9eu5a9//StpaWl4e3vX\nKG4ilVFiISIiIg2Wi4sLSUlJWCwWJkyYQHBwMPHx8Zw+fdq4pnnz5owcORKbzUZERAQdOnRg06ZN\nldbn7e3NAw88gMViYfDgwfzwww8V6rrkyy+/pLS01Kj397//PcHBwRWusVqtPPXUUzRq1AgnJycG\nDRrE5s2bOX/+PABr1qwx5nesXbuWvn37cvfddwMQFhZGcHAwmzdvNuqLjY3F19cXq9Vaa8OqRC6n\n/6pERESk3q3aN7RW6rk/YNl1l7Hb7SQmJgKQnp7O2LFjmTx5MgsWLACgVatWFa739vbm5MmTldbl\n6elp/Ozs7AzA+fPnad68eYXrfvjhhyvq9fHxqfDa3d29wlyPVq1a0b17dzZs2MDvfvc7tm7dyosv\nvghARkYG77//foWEp6SkhF69ehmvr7b/gEhtUGIhIiIi9e5GEoK6YLfbGTx4MMuXLzeOZWVlVbgm\nMzOTAQMG1Og+np6eV9SbkZFBu3btjNeVTa4ePHgwK1eupKSkhG7dutGyZUvgYrJz3333XXW5Wk3W\nlrqmoVAiIiLSYKWnp7N48WJOnDgBXEwakpKS6NKli3HN6dOnef311ykuLiY5OZn09HT69u1bo/t2\n69YNm81m1PvBBx9Ua4nb3/3ud+zdu5c33nijwjK30dHRbNy4kU8++YTS0lIKCgrYsWOH8VxQ9YpT\nIrVFiYWIiIg0WC4uLqSmphIeHo6vr6+xn8XkyZONa0JCQvjuu+8ICgripZde4u9//ztubm5X1FXZ\nPhRV9RI0atSI1157jXfeeYfAwECSk5O55557rlnWycmJgQMHcuzYsQrXe3l58cYbbzB//nyCgoK4\n8847Wbx4cYVkQj0WUtcs5Q0ofT1+/Hh9N+EXz9XVlfz8/PpuRoOgWJtHsTaPYm0eM2N9M7+vq1at\n4p///Cfr1q2r76YYEhMT+e6775g3b159N0V+war6vb3aXB31WIiIiIjcJHJzc1m1ahUPPfRQfTdF\n5ApKLERERESqUNnwpvqyfPly7rzzTu6++27uvPPO+m6OyBU0FEpq1c3c3X2zUazNo1ibR7E2j4ZC\nicjVaCiUiIiIiIjUCyUWIiIiIiJSY9XaIK+kpITjx49z4cIFmjRpgpeXl7aCFxERERERw1Wzg127\ndrFx40b27t2LzWbD2dmZH3/8kZKSEu644w769+9P165dzWqriIiIiIj8TFWZWLzwwgs0adKEX//6\n1zz66KO4u7sb53Jycti/fz8fffQRSUlJTJs2zZTGioiIiIjIz1OVicXIkSO59dZbKz3n7u7OXXfd\nxV133cX3339fZ40TERERqU9mbpC3du1a1qxZw4oVK66r3I8//sgf/vAHUlJS6N27N6+++modtVDk\n6qpMLG699Vby8vJo1qzZVSuoKvkQERERuRn06NGD06dPY7PZjGP3339/rY3IOHbsGKGhoRw9ehSr\ntep1c6Kjo4mOjr7u+t9//32ys7PZt2/fVesXqWtXnWPx6KOP0rp1a/z8/PDz88Pf35/mzZub1TYR\nERGROmexWHjrrbe466676vQ+V9s6rLS0tEJicz0yMjJo3779DSUVl9r0c9kEUG5uV/0vcNGiRcTE\nxGCz2Vi/fj1jxoxhzJgx/O1vf+Pjjz/mxIkTZrVTREREpN6lp6cTFxdHQEAAYWFhJCcnG+d+/PFH\npk6dSo8ePfDz8yM6OpqCggKjF8LPz49OnTqxa9cuVq1aRWRkJFOmTCEwMJCXX36ZVatWMWjQIKO+\ngwcPGvfq3Lkz8+fPv6I9f/3rX5k7dy7Jycl07NiRf/7zn7z88ss88cQTxjXHjh3Dx8eHsrIyAGJi\nYpg1axaRkZH4+vry/fff4+Pjw7Jly7jrrrvw9/fnueeeM8ofOXKEwYMHExgYyB133METTzzB2bNn\njfOZmZmMHDmSoKAgAgMDef75541z//znP+nTpw8BAQEMGTKEzMzMWngX5Ofqqj0Wl8+lADh37hzf\nfPMN+/fvZ+XKlZw9e5ZVq1aZ0lARERGRunK13oRLLly4QFxcHE8//TQrVqxg//79PPDAA9x+++34\n+voybdo00tLSeO+992jRogWpqalYrVbWrVtHz549+eabb4xehfT0dHbv3s2gQYP4+uuvKSoqYv36\n9ca9zp07R1xcHKNHj+Yf//gHxcXFHDp06Io2/fGPf8RqtXLkyBHmzZsHwJw5c675LGvXruXtt9+m\nQ4cOlJaWArB582Y+/PBDzp49y8CBA+nfvz99+vQBYOzYsfTs2ZP8/HxGjRrFyy+/zNSpUyktLWXY\nsGH8+te/Zv78+VitVr7++msA/v3vfzN//nzeeustbrvtNubPn8/jjz9e4Tnll6Xam1EcOXKE/fv3\nc+DAAQ4ePMivfvUrevTocV03GzNmDM7OzlitVmw2GzNmzODcuXMkJiZy+vRpWrRowfjx42natCkA\n69atY8uWLVitVuLj4wkODgbg8OHDLFiwgOLiYkJCQoiPj7+udoiIiIhcUl5ezogRIyrs0fXCCy/w\nwAMPVLhu48aNtG3bltjYWAACAwMZOHAgGzZsYNy4caxatYoNGzbQsmVLAGNJ/qqSlpYtW/LII48A\n4OTkVOHcpk2baNmyJY8++igAjo6OhISEVNn+y+9RnSQpNjYWX19fACPZGTNmDK6urri6uvI///M/\n7Nu3jz59+tCuXTvatWsHXPzSedSoUSQmJgKQmprKyZMneeGFF4x6unfvDsCyZct44oknsNvtADzx\nxBPMnz+fzMxMvL29r9lGuflcNbFYv349Bw4c4Ntvv6VVq1b4+flx991389hjj+Hi4nJDN5wyZUqF\nsklJSQQFBREZGUlSUhJJSUkMGTKEjIwMduzYwZw5c8jJyWHatGnMmzcPi8XCkiVLGD16NHa7nRkz\nZrB79246d+58Q+0RERGR+ue1e0+t1HO88x3XXcZisfDGG29cc45FZmYmqamp+Pv7G8dKSkqIiYkh\nNzeXwsJC4wN4dXh5eVV57vjx47Rt27badV2vyu7t6elp/Ozs7Mz58+cBOHXqFJMmTSIlJYXz589T\nVlaGm5ub0U4fH59K53dkZGQwadIk/vznP1c4npWVpcTiF+qqicWKFSvw8vLi/vvvJygoqMJ/cDfq\np1n0F198wZQpUwDo06cPU6ZMYciQIezcuZNevXrh4OCAp6cnrVq1Ii0tjRYtWlBQUGBkv2FhYaSk\npCixEBERuYndSEJgNm9vb3r27MnKlSuvOFdWVkbjxo357rvvKiQeUPXE6KtNmPb29ua9996rVrt+\nWk/Tpk0pKCgwXp88efK67v3Ta2bOnInNZuPjjz+mWbNm/Otf/zLmUXh5eZGZmVnp5HNvb28SEhKI\nioqq1nPIze+ak7fvu+8+jhw5wqxZsxg9ejSvvPIKH330EUePHr3um1ksFqZNm8bEiRPZtGkTAHl5\neUbW26xZM/Ly8gDIzc3Fw8PDKOvh4UFOTg65ubkVNutzd3cnJyfnutsiIiIickl1hg/169ePw4cP\n8+6771JcXExxcTG7d+8mPT0dq9VKXFwcU6dO5YcffqC0tJQvvviCoqIiPDw8jHkQ1dWvXz9OnjzJ\na6+9RmFhIefOnSM1NbVabff39+e///0vmZmZnD17lr/97W/X/byXnz9//jxNmjTB1dWVEydOsGjR\nIuNcSEgInp6e/OUvf+HHH3+koKCAnTt3AjB06FDmz59vzA05e/Zshcnu8stzw5O3V69eTWlpKW+8\n8Ua1bzZt2jRuueUWzp49y7Rp067oBqvNpc727dvHvn37jNexsbG4urrWWv1SOUdHR8XZJIq1eRRr\n8yjW5jEz1je6jKqZHnnkkQrt7N27N0uWLMFisRifT1xcXFixYgVTp05l6tSplJWVERAQwOTJk4GL\n8zJmzJjBPffcw4ULFwgICGD58uU4OzszduxYoqKiKC0tZdmyZRXqveSn91q5ciWTJk0iMTERR0dH\nRo0aVek8i5/WFRYWRkREBP3798fd3Z3HH3/c+EL38jLVff3kk08ybtw4br/9dtq3b090dDSvvfYa\ncPG9Xbp0KZMmTaJ79+5YLBYGDRpE9+7d+d3vfsf58+d5/PHHycjIwNXVld69e3PvvfdW702RemWz\n2ar8G/HOO+8YPwcEBBAQEACApbw6KToVJ29/8803nDt3jg4dOvDiiy/eUGNXr16Nk5MTmzdvZsqU\nKbi5uZGbm8vUqVN55ZVXSEpKAjC6z6ZPn05sbCwtWrRg6tSpxqSh7du3s3//fmNy09UcP378htoq\n1efq6kp+fn59N6NBUKzNo1ibR7E2j5mx1vsqcvOp6vf2anODqjV5++DBgxQXF+Pr64ufnx+//e1v\n6dixI40bN6524woLCykrK8PZ2ZmCggK+/vprYmJi6NatG1u3biUqKopPPvnEWEmgW7duzJ07l/Dw\ncHJycsjKysJut2OxWHB2diYtLQ273c62bdsYOHBgtdshIiIiIiK176qJxd69e/Hz8yMyMhK73U6j\nRo1u+EZ5eXm89NJLwMUJTnfddRfBwcF06NCBxMREtmzZYiw3C+Dj40NoaCjjx4/HZrMxYsQIo1tu\n5MiRLFiwgKKiIkJCQjRxW0RERESknlV7KNQvgYZC1T11d5tHsTaPYm0exdo8GgolIldzI0OhqlwV\naunSpeTm5l71hrm5uSxdurT6LRQRERERkV+kKodCeXt78+yzz+Lj44Ofnx9eXl44Ozvz448/cvz4\ncQ4cOEBmZibR0dFmtldERERERH6Gqkws+vfvz913383OnTtJTU1l586dXLhwgaZNm9K2bVv69+9P\nly5dcHC46jQNERERERFpAK6aFTg4OBAaGkpoaKhZ7RERERERkZvQVXfeFhERERERqQ4lFiIiIiK1\nKCEhgdmzZ9d3M0RMp8RCREREGrSUlBQiIiLw8/MjICCAqKgovvrqqxuuz2KxGHtvXQ8lJHKzu+bM\n67KyMvbv30+nTp1qtEGeiIiIyM9Nfn4+w4YNY+bMmURERFBYWEhKSgqOjo41qrcBbRMmYrhmj4XV\namXWrFlKKkREROQX5/Dhw1gsFiIjI7FYLDg5OREWFoafnx/l5eW88sor9OjRg+DgYMaNG1dhw7BL\nPR3+/v50796d1atXX1H/uXPniImJYdKkSQCkp6cTFxdHQEAAYWFhJCcnA/D222+TlJTEokWL6Nix\nI/Hx8QAsWLCArl270qlTJ8LCwti+fbsJURG5MdUaCuXv78+hQ4fqui0iIiIipurQoQNWq5WEhAS2\nbNnCmTNnjHOrVq1i9erVrFmzhs8++4wLFy7w3HPPAZCRkcHQoUMZMWIEe/bs4aOPPsLf398oa7FY\nyMnJ4f7776dHjx78+c9/5sKFC8TFxREdHc2ePXtYuHAhzz77LGlpaTz00EMMGjSIxx9/nEOHDvHm\nm2+Snp7O0qVL+fDDDzl48CArV66kTZs2psdIpLqqtQlF8+bN+ctf/kL37t3x8PAwjlssFu6///46\na5yIiIhIXXJxcSEpKYkFCxYwYcIETp06Rd++fZk9ezZr167lscceMz7MT5w4kX79+pGYmMi6desI\nCwsjMjISgFtuuYVbbrnFqDcrK4vBgwczePBg/vCHPwCwceNG2rZtS2xsLACBgYEMHDiQDRs2MH78\neMrLyysMobLZbBQVFXHw4EFuueUWvL29zQqLyA2pVmJRVFRE9+7dAcjJyQEujh28kYlJIiIiIj9V\nOiqiVuqxLXnvusvY7XYSExOBi0OVxo4dy5QpUzh58iQ+Pj7Gdd7e3pSUlHDq1ClOnDhB27ZtK62v\nvLyczZs307RpU4YOHWocz8zMJDU1tULPRklJCTExMQBXfK5q3749U6dOZc6cORw6dIjevXszefJk\nWrZsed3PKGKGaiUWY8aMqet2iIiISAN2IwlBXbDb7QwePJjly5fTsmVLjh07ZpzLzMzEwcEBT09P\nvLy82L17d6V1WCwWHnzwQfLy8hg6dCjLly/H2dkZb29vevbsycqVK6ss91NRUVFERUVx7tw5/vSn\nPzF9+nTmzZtXOw8rUsuqvdxsRkYGa9as4bXXXgMu/nJ9//33ddYwERERkbqWnp7O4sWLOXHiBHDx\n801SUhJdunQhKiqKJUuWcOzYMc6fP2+sHGW1Whk0aBDbtm0jOTmZkpIScnJy2LdvH/B/K0JNnz6d\nDh06MGzYMAoKCujXrx+HDx/m3Xffpbi4mOLiYnbv3k16ejoALVq04OjRo0bbvv32W7Zv305hYSGO\njo40btwYm81mcoREqq9aicVnn33G5MmTycnJ4dNPPwXgxx9/5B//+EedNk5ERESkLrm4uJCamkp4\neDi+vr7GfhaTJ08mLi6O++67j+joaEJDQ3F2dubFF18ELg6LWrZsGYsXLyYwMJABAwZw4MABoOI+\nFrNnz6Z169aMGDGCRo0asWLFCtavX0/Xrl0JCQlhxowZFBUVARAXF8ehQ4fw9/dn5MiRFBUVMXPm\nTIKCgggJCSEnJ4dnnnmmfgIlUg2W8mostJyQkEBCQgLt2rUjPj6eN998k5KSEh577DFef/11M9pZ\nK44fP17fTfjFc3V1rbAUn9Qdxdo8irV5FGvzmBlrva8iN5+qfm+9vLyqLFOtHouzZ89WOkFJk7dF\nRERERASqmVi0b9/eGAJ1yY4dO7Db7XXSKBEREakdpbMmUp6pOZEiUveqlVgMHz6cVatWMXnyZAoL\nC3nxxRdZtWoVDz/8cF23T0RE5Bej/McLlM6dQtmHa8y7afp+yl56lrLtG827p4g0SNVabtbb25vE\nxES+/PJLunTpQvPmzenatStOTk513T4REZF6U+t7Nh07DN9+Q3nOaRgYU3v1Xk0jR6yPPEHZG69Q\nHhKKpamLOfcVkQanWj0W33//PU5OTvzP//wPkZGR9OrVS0mFiIj8opX/cJyyZ0ZRXlJSe3WeyIC2\nHaCwoNbqvKayUgjsBr4BlO/70rz7ikiDU60ei5kzZ1JQUICfnx/+/v74+/vTvn17Td4WEZFfrLJ1\n/4Dsk3DyOHhVvsNyter5+0tY+gzE0jEQsjKwtLObNuehvLwcSkvBZsMS1B2+2gl3hplybxFpeKqV\nWCxatIgffviB/fv3c+DAAf71r39x7tw5OnXqpPWURUTkl+nAV9DhdjhxrEaJRfnObZRnZWCbNJfy\nE8ew9OoPH79fiw29irIysFovfhFo96Ns089jd2sR+WWq9s7bLVu2pFOnTnTs2BFfX18sFgtnz56t\ny7aJiIhcl/LCQsr+9S7lZaU1r6ysDEvbDpRnHr32tVfj2gyOfUd5aSmcyMBy621QUlI7bbyW0hKw\n/u9Ozbd4wJnsKy4p//5byj7bQvnJEzd0i/JTWZR9/P/ZO/fwKqpz/3/WzN65h0C4E0RU5BZAI4JQ\nK1LoqWKppKgUtVQ94M9qi4pWa0HUWrVqCxQoRzyix1sV9KhUq623KsdLFURsFQqCiApyTUJIyG3P\nzPr9MXtPsrNnZl+SbIJZn+fxkey5rblkZ73zft/v+xe7bkShUHRoEspYLFy4kK1bt1JYWMiQIUM4\n44wzuPzyy8nJyUnqYJZlcdNNN1FYWMhNN91EdXU1ixYt4sCBA3Tv3p05c+aQm5sLwHPPPccbb7yB\npjdVDZYAACAASURBVGlcdtllnHTSSQBs376dZcuWEQqFKCkp4bLLLkvylBUKhULRXml49+9Ye79G\n++6U1HawaQPymUegvg4x5eKWDcYyoW9/O3PRErr2gJrDyBefgroa6NYTMjOhvh6yk/s7mjSWCXr4\nT312LlgWsrYGET6u9e7fkc88jBg4DOvphxAjv4V28ZVJHUL+/UXkW6/AwTLE1Eta+wyOSq699lr6\n9OnDjTfeeKSHolCklYQyFjt27EDTNI499lj69+9P//79kw4qAF566SX69u3r1GasXr2aESNGsHjx\nYoYNG8bq1asB2LlzJ++++y4LFy5k7ty5rFixgkiD8AceeIArr7ySJUuWsGfPHj766KOkx6FQKBSK\n9klo3dvI559E1hxOaXv58QeI755rT3ZbmhGwLETRscgvtiEP7EV+8DZy547U9lN6MfKFJxHfn4bQ\ndMjMhvralo0vEUwLdPtPvRACOjdmLWTNYeTTD6FddwfaFTei3Xk/8oN3ks48yH+tQ5w8GlqxyD3d\nrF27lnPPPZchQ4ZQXFxMaWkp//xn6gGlECKlOtRrr72We++9N+XjKhRHmoQCiyVLlvCb3/yG4uJi\nNm/ezF133cU111zDfffdl/CBysrK2LBhAxMmTHCChA8++IAzzzwTgPHjx7Nu3ToA1q1bx+mnn04g\nEKBHjx706tWLrVu3UlFRQV1dndOYb9y4caxduzapE1YoFApF+8X8fCt064l8742kt5VSIj9ejzjz\nbCjoAl9ub9lgLAv6nYAYNBzr1p9hPf8k8tU/p7QfMbQEMet6xITJ9meZmVCXBmeoplIosOVQFXZg\nUf/KakRxCaLIrh8R2Tl2Tcn2zQnvXu7ZBQ110P/EozawqKqq4pJLLmHmzJls2rSJ9evXc91115GR\nkdGi/UbmOgpFRyLhGovCwkL69OlDr1696N69OxUVFUllCx555BF+/OMfo2mNh6ysrKRz584AFBQU\nUFlZCUBFRQVdu3Z11uvatSvl5eVUVFRQWFgYNaby8vKEx6BQKBSK9ousrcGqOID47hTklo+T34Fp\nwKEK6FmEGDwC+e9/tWxAlgWBANols9GWPoU4e6r9WdL7MUHT0E47ExEI2p9lZtkT8ramqRQKEJ0L\nkQfLkHW11P/1GcT3p0WtLo4fhPxsS8K7l2+9jDj12xAI2tf/KGT79u0IIZgyZQpCCLKyshg3bhxD\nhgxBSskf/vAHTjvtNE466SSuueYaqqqqnG0jmY6hQ4cyatQonn766Zj9V1dXc/7553PLLbcAsG3b\nNqZPn05xcTHjxo3jhRdeAODxxx9n9erV3HfffQwcONCRei9btoyRI0cyaNAgxo0bx9tvv52Gq6JQ\npEZCNRb33HMPmzdvJisri6FDh3Lqqafyk5/8hN69eyd0kPXr19OpUyeOO+44Nm7c6LqOsq5VKBSK\nDs5X29H7HY8cPBz5v/+DtCzkS08j/7kW7Rd3ITIz/beXstEB6eTRWCsWYgUCiHFnITKT670kLQua\nyFmEpiE1DWQqgYUFuh79WWZ2mjIWpiOFAmwpVEUZ8vUXCAwZgdX7mKjVxQmDsZ59NKFdy5pq5Duv\no93yB+Smj47ajMUJJ5yApmlce+21TJkyhZKSEuel56pVq3j66af53//9X7p27co111zDvHnzWLJk\nCTt37mTGjBnce++9TJ48mUOHDvH11187+xVCUF5ezowZMxg/fjw33HADNTU1TJ8+nRtvvJEnnniC\nTZs2ceGFFzJ48GB+/OMfs379evr06cMNN9wA2EHIww8/zF//+ld69OjBrl27MI7S66zoGCQUWIwe\nPZpLL72Unj17pnSQLVu2sH79ejZs2EAoFKK2tpalS5dSUFDAwYMH6dy5MxUVFRQUFAB2JqKsrNG5\noqysjK5du8ZkKMrKyqIyGE3ZuHFjVBAzbdo08vPzUxq/InEyMjLUdU4T6lqnD3Wt00N91UFkUT+y\njj2eQ1nZ6CsWYJXvxyrbSx4WWpx7IOvrqNR0+16dNg6jRy/qn/sTxl+fJue62wkMOSnhsUjDoFLT\nou57Q04uIV0nN8ln4RCS3Lx89CbbVefmkqkJgm38XJmHD3E40Pj81vfqQ2j9u5hfbKPT7x7CbHZ8\nOWIkhx5cSMb6txE5uWT49Lwwvt5BbZ9jyD/2eBq+/IyQJjyvjd48sGpH5OXlsXr1apYtW8YNN9zA\n/v37mTBhAvfeey/PPvssV1xxBcccYwdgN910ExMnTmTRokU899xzjBs3jilTbKOBLl260KVLF2e/\ne/bs4YILLuCCCy7gpz/9KQCvvvoq/fr1Y9o0O1M0bNgwJk2axF/+8hfmzJljy/maSKh0XaehoYEt\nW7bQpUsXioqK0nVZFAp0Xff82/fUU085/y4uLqa4uBhIMLD4zne+g2mabNq0ifLycgoLCxk0aFDC\nXxQXXXQRF110EQCbNm3i+eefZ/bs2Tz++OO8+eablJaWsmbNGkaNGgXAqaeeyuLFi5k8eTLl5eXs\n2bOHAQMGIIQgOzubrVu3MmDAAN566y0mTZrkesymJxmhafpS0Tbk5+er65wm1LVOH+papwerpoag\n0KiqqkKOnYBxsAzx85uR9/yS6vIyRGa27/ayrhaEaLxX3XrD5b+AlQ9weNO/0Poen/BYZKgBwmNx\nxlffAPX1ST8LlmFwuK4O0WQ7Uw9iVVZQ18bPlTx0CKvJNZF5nbA+/QRx6bWYnbu6n8s5F1C7/F4o\nLqF+SIn3vsvLsIKZVFVVYYVCUFvreW0SCcyn/Cnx2g4//nzx4KS3GTBgAIsWLQLsLMHVV1/Nbbfd\nxr59++jbt6+zXlFREYZhsH//fnbv3k2/fu79TaSUvP766+Tm5jJjxgzn8127drFhwwaGDh3qfGYY\nBueffz4Qq9447rjj+PWvf83ChQv59NNPOfPMM7n11ltTftGrUCSDaZquv9P5+flOcNychAKLXbt2\ncc8999DQ0EDXrl0pKysjGAzyy1/+MuoXLlEivzilpaUsWrSIN954w7GbBejbty9jx45lzpw56LrO\nzJkznW1mzZrFsmXLaGhooKSkhJNPPjnp4ysUCoWiHSJt+RGA9oPpjZ9nZCXmoCSls30Uup68hMm0\n6yKaIjSBlZIUymVfmVnIujraXARsmdEyrBGj0H67AtGps+cmYtzZEAgi33vTf991tZBlB3tCD2C1\nsMYilYCgLRgwYAAXXHABf/rTn+jZsydfffWVs2zXrl2OsUyfPn08a02FEFx00UVUVlYyY8YM/vSn\nP5GdnU1RURFjxozhySef9NyuOaWlpZSWllJdXc0vf/lL7rzzTpYsWdI6J6tQtDIJBRYrVqzgu9/9\nLj/4wQ8QQiCl5IUXXuDBBx/k1ltvTeqAQ4cOdSL1vLw85s+f77re1KlTmTp1asznxx9/PAsWLEjq\nmAqFQqE4CrBkzAQcaOz5EA9pgXDZXmjJF12HO1bH7icFpx/LinZmArt4Oy12s9GuUELTwSeosNfR\noFcR0gj5rifr6xDhwIJA4Kitsdi2bRuvv/465557Lr1792bXrl2sXr2aU045hZKSEpYtW8aECRMo\nLCzk7rvv5txzz0XTNH74wx+ydOlSXnjhBSZNmsShQ4fYvXs3xcXFjpzpzjvv5IYbbuCSSy7h0Ucf\nZeLEidx1110888wznHvuuYAt3c7Ly2PAgAF0796dL79sbMj42WefsXv3bkaNGkVGRgaZmZnKbUrR\nrkm4j8XkyZMbi9iE4JxzzuHzzz9v08EpFAqFogPhlXFItOeD1/ZaCoGFdAkGUi3edsl+2IFFOoq3\nXQrHE0EPxg8U6mrt8wA7sPDJWMhU3LTSRF5eHhs2bGDy5MmceOKJTj+LW2+9lenTp3PeeecxdepU\nxo4dS3Z2NnfccQdgy6Iee+wx7r//foYNG8ZZZ53Fv//9byC6j8W9995L7969mTlzJsFgkCeeeII/\n//nPjBw5kpKSEn7729/S0NAAwPTp0/n0008ZOnQos2bNoqGhgbvvvpsRI0ZQUlJCeXk5v/rVr47M\nhVIoEiChjEWXLl3YuHEjw4cPdz7bvHmzZ+G0QqFQKBRJY3lkHDIzkfX18WVDlgStlQILt4xFKvsB\n9yAlK02BRXMpVKIEAxAnY9FUCoUex262pc0K25BevXqxfPlyz+Vz5sxxpNrNGT16NH/5y19iPo/U\na4AdZCxevNj5+YQTTuDRR92dt4477jheeeWVqM/c9q9QtFcSCiwuuugi7r33XkaOHEm3bt3Yv38/\nH374IbNnz27r8SkUCoWioyAt18BAZGYn1vPBSwrVWoGF0FKbIJsu+8rMhsP7k99X0sc2YoOaRIgX\nKICdRcrKCa+v+2c4zPabsVAoFK1HQoHFqaeeyj333MO7777LwYMH6devHz/60Y/o06dPW49PoVAo\nFB0FKRHCZRKcaJdqPylUKEn9v1fGIhV9u9u+MjPTJIVKMWORSM1EXS0UdE1s/XacsVAoFK2Hb2BR\nV1fHs88+y5dffsnxxx9PaWlpi1vcKxQKhULhikfGgowEu1R7SamEBjLJia2Lk1PqUijTpXg7u50H\nFsHkpFBxaiwwVWChUHQEfIu3H3roIdavX09RURHvv/8+jz32WLrGpVAoFIqOhpTugUGi9QhN7Gqj\n0PTUpFDNx5JqYOEihRKZmci01VgkJE6IJoGMhe0KFS7ejiudUk5GCkVHwDew2LBhA/PmzWPGjBn8\n6le/4sMPP0zXuBQKhULR0bA8pEwZiQYWPsXbyUqYXGssRGqBhWWB3mxfepw3/K2FmyNVIiSasYg0\nLYxXY6HiCoWiQ+D7bVNfX+84P3Xr1o2ampq0DEqhUCgUHRDpMpmHxK1ZPaVQKQQElotNawp2s1JK\n96LyVHprpEKqrlCJ1lgk3MdCRRYKRUfANz9qWRaffPIJYH85mqbp/Bxh2LBhbTc6hUKhUHQcPPtY\nJJOxaEVXqNYIBsKZj5iOyqkWgieJNE1EKlKocEZFSunaDRqw70lWYn0sFApFx8D326agoID77rvP\n+Tk/Pz/qZ4Bly5a1zcgUCoVC0bFw6/cAiMwsrEQDi1ZrkNdKxdtuReCQuqwqWVKUQglNs7czTTto\ncCNKChWnxkJK4jciUSgURzu+gYUKGhQKhUKRNiwJAbeMRSY01MffvjX7WLj1nkil87blHizZBeVp\ncEpKtXgbGuss/AKLSB+LRKRTRzkDBw7k9ddf55hjjolZtmrVKlauXMlzzz13BEamULQfUvy2USgU\nCoWilZES4dp5O9uexCawvWfGojUCAqHZwU8yeGUM0iSFwjRSq7GA+AXm9bWNUihdP2qlUKeddhoH\nDhxAD18nIQRvvfUWPXr0iFrv008/PRLDUyiOKlRgoVAoFIr2gZddbKIZCy9XqVQ6Znv1sUg2QPGQ\nd6VPCuVShJ4ogQCE3J2hpBGyA6NA0P5AD4BpetdktGMplBCCRx55hG9/+9uuyw3DIOCVtVEoFFGk\n4EGnUCgUCkUb4GbxCok3k/NylUqlj4XbvlIp3vbLWKQlsDDcA5tECPjUTYTrKyJBhBAifRa6aaBv\n3748/PDDnH766YwbN8757IsvvgCgvLycSy+9lMGDBzN58mTn8whr1qzhjDPOYMiQIcydO5fzzjuP\nJ5980lm+cuVKxo8fT3FxMRdffDG7du1K38kpFG2ICiwUCoVC0T7wdIXKTMJutpWKt92CnFT345Yx\nSFdgYbl0/U4Uv7qJhnrIyEx8/XaOdJGlvfLKK7z00ku88cYbMcvmzZtHdnY2GzZsYMGCBaxatcoJ\nssrLy7niiiuYN28eGzdu5IQTTmD9+vXO8pdffpmlS5eyYsUKPv74Y0aPHs1VV13VtieoUKQJFVgo\nFAqFon3glXFIpkFeqwYWLe9jgWV69NZIYV+p0CIplE+TPLeAya/OIh31JCkipWTmzJkMHTqUoUOH\nMnPmTAB+/vOfU1BQQGZmdABlmiZ//etf+cUvfkF2djaDBg3iggsucIKT119/nUGDBnH22WejaRoz\nZ86ke/fuzvaPPfYYs2fPZsCAAWiaxuzZs9m4caPKWii+ESjRoEKhUCjaB1K6T8KDGZ5a/+jtW9EV\nyqvGojUyH6nuKxVaUrztl4FwC+L0lmUsXlh1MOVtm/KDH3VOan0hBA899FBUjUXfvn3p06eP6/pl\nZWUYhhG1vKioyPn33r176d27d9Q2TX/euXMnt9xyC7fffnvUOnv27Inaj0JxNKICC4VCoVC0DywJ\nmrerk2+zNvBskCc0DSsVV6iYBnmt1MEb0iuFaquMRfN74VeTkUDn7WQDgrbG61nr2rUrgUCAXbt2\nMWDAAICobEPPnj159dVXnZ+llOzevdv5uaioiGuvvZbS0tI2GrlCceRQUiiFQqFQtA88Mg5CCHsS\nGy848KqxaEHH7ChSzXx4ZVHSYjfbRjUWbvfKd/3UhtAe0XWdSZMmsXDhQmpra/n00095+umnnUBk\n4sSJbN68mZdffhnDMHj44YfZv3+/s/2MGTNYunSpY1976NAhXnjhhSNyLgpFa6MCC4VCoVC0D/wy\nEolM6j0yFilN4r0Ci1T245YxSGfn7VQb5OkB74yF27X+BrlCuT2HTT+78847OXz4MCUlJVx33XVM\nnz7dWVZYWMj999/PHXfcwfDhw9m6dSsjRowgIyMDgLPPPpurrrqKq666isGDBzNx4kTWrFnT9iel\nUKQBJYVSKBQKRfvAq0YCEss6eBVvp5yxcCnebo1+GJF9paV42wQ9xXeIgaB3BsKtZ4iu+9RYtN+U\nxXvvvRfz2VdffeX7WWFhIY888ojnPsePH89bb70FgGVZjBo1KqrO4rzzzuO8885rybAVinaJylgo\nFAqFon0gPWosILFJvVeDvVQCAq8+Fil18PZwhUpbjUWK7xADfhkLl/PyC0Q6GGvWrKGyspL6+nqW\nLFkCwCmnnHKER6VQtD0qY6FQKBSK9oHl4QoF9tvwhDIWrePAJC0L4VpjkeSbd9Oj83a6MhYt6GMh\nAkGkEXJvmO1avO0jhWq/CYs2Yf369fzsZz8jFAoxcOBAHnzwwRjbWoXim4gKLBQKhULRPvDKOEBi\nb/hbs0GeW8fslDIWHlKodGUsWiSFimM3m1SNRceKLK677jquu+66Iz0MhSLtKCmUQqFQKNoHXrIh\naIXi7dZwhUrRbvaI9rFoiRQqCKaPFKp5dsivxqJjxRUKRYclLRmLhoYGbrvtNkKhEIZhMGrUKC66\n6CKqq6tZtGgRBw4coHv37syZM4fc3FwAnnvuOd544w00TeOyyy7jpJNOAmD79u0sW7aMUChESUkJ\nl112WTpOQaFQKBRtjVfxNSQ2EW9Nu1m3ibNIQI7lNibXPhYiTXazRsvsZkNJNMjzrbFQkYVC0RFI\nS8YiIyODW2+9ld/97nf8/ve/Z+PGjWzevJnVq1czYsQIFi9ezLBhw1i9ejVgd6V89913WbhwIXPn\nzmXFihXI8BfwAw88wJVXXsmSJUvYs2cPH330UTpOQaFQKBRtjXSpa4iQaMaitaRQbgFBSpkPjz4W\nqQQpqeAV2CSCX8bCLYj7BtnNKhSK1EibFCpStGQYBpZlkZubywcffMCZZ54J2NZs69atA2DdunWc\nfvrpBAIBevToQa9evdi6dSsVFRXU1dU5nS7HjRvH2rVr03UKCoVCoWhLvIqvIbFJvfQplD5iDfKO\nrBRKmgYi5cAiToO8ZuclAgGkCiwUig5N2oq3Lcvil7/8JXv37uV73/sexxxzDJWVlXTu3BmAgoIC\nKisrAaioqODEE090tu3atSvl5eUEAgEKCwudzwsLCykvL0/XKSgUCoWiLbF87GZb0seitQKCVJra\nWaaHFCqdfSxSDCz0oLfdrJuDl2+NhZJCKRQdgbRlLDRN43e/+x3Lly/n3//+N5988knUcs9uqwqF\nQqHoGPg1yEtICtWKrlAuEqaITEsmsy/L45zS1XnbrdFfosR1hXKxm/UKRI5iVq1axQ9/+MO0HOvZ\nZ5/loosuSsux0sG7777LqaeemrbjDRw40LW5YXvm/PPP58knnwS+Gfc/7XazOTk5lJSUsH37dgoK\nCjh48CCdO3emoqKCgoICwM5ElJWVOduUlZXRtWvXmAxFWVlZVAajKRs3bmTjxo3Oz9OmTSM/P7+N\nzkoRISMjQ13nNKGudfpQ1zo9HNZ1AsEgGS7X+lAgSG52NrrPfWjIzCKUkUFus3XMvHwOC5K6h3XB\nIFZWFjnNtjmoaeTn5SUsL2rIzKQhM5O8ZvuRmRlUSqvNn6tqIDMvj6DLceI913W5echQPdku64Sy\ns6gPBKPOqyY7Bz0YJNNtnw21KY0/XZx22mkcOHAAvcl9/dGPfsRvfvObVtn/V199xdixY/nyyy/R\nvOqIgKlTpzJ16tRWOWayvPvuu1x99dV88MEHR+T4yXL++edz3nnnceGFFzqfffrpp0dwRKkTebl+\nJO+/G7que35HPPXUU86/i4uLKS4uBtIUWBw6dAhd18nNzaWhoYGPP/6Y888/n1NPPZU333yT0tJS\n1qxZw6hRowA49dRTWbx4MZMnT6a8vJw9e/YwYMAAhBBkZ2ezdetWBgwYwFtvvcWkSZNcj9n0JCNU\nVVW1+bl2dPLz89V1ThPqWqcPda3TgxlqIGhZ1Ltcaws4XFWF8LkPsqYGyzRj7pWsrcMyjKTuoVVb\nC27baBpVlZWIYDCh/cjD1ViWFTsmIwSWbPPnymyox6pvoM7lOPGea8u0oKYGw2UdWR17XpZpETpc\nTYPL+nnpyM60ACEEjzzyCN/+9rfb9DjSRxJmmmZUYHO0YRgGgYBqj/ZNwnT5PgX7u2PatGmu26RF\nCnXw4EFuv/12brjhBubOncvIkSMZPnw4paWlfPzxx1xzzTV88sknlJaWAtC3b1/Gjh3LnDlzuOuu\nu5g5c6YTzc2aNYvly5dz9dVX07NnT04++eR0nIJCoVAo2pp4drPSjLO9lxRKtE4fC0jautbu4O0y\nWUxrg7yWSKG8+li4NcjT7eN9w9m2bRvTp0+nuLiYcePG8cILLzjLamtr+fWvf81pp53GkCFDmDp1\nKnV1dc5b6CFDhjBo0CDWr1/PqlWrmDJlCrfddhvDhg1jwYIFMbKrLVu2OMc6+eSTWbp0acx4vvzy\nS4YOHer8fMMNNzgW/QCzZ89mxYoVgC3rGj9+PIMGDeJb3/oWjz/+OAA1NTXMmDGDvXv3MnDgQAYN\nGsS+ffuQUvLHP/6R008/nWHDhvHTn/6UgwcPAnYWpm/fvqxcuZLRo0czffp0z2t2//33c9JJJ3HK\nKaewatUq5/P6+npuv/12Ro8ezcknn8xNN91EXV0dAJWVlfzkJz9hxIgRFBcXc8kll7B7924A7r77\nbtauXcvNN9/MwIEDmT9/PmDPH7/44gsArr32WubOnctPfvITBg0axOTJk51lAGvWrOGMM85gyJAh\nzJ07l/POO8+RJDVnw4YN/OAHP2Do0KGccsop3HzzzYRCjb8bffv25aGHHuJb3/oWw4cP54477nCC\nyMh9vvnmmxkyZAhnnnkmb7/9tutxmt//W265hVGjRjF48GAmTZoUZVi0YMECrrjiCq655hoGDRrE\nhAkT+Ne//uUs37VrF7NmzWLEiBEMGzaMm2++2Vm2cuVKxo8fT3FxMRdffDG7du3yvHfJkpbAol+/\nftxzzz2O3ey5554LQF5eHvPnz2fx4sXcfPPNTg8LsNNBS5cu5Q9/+ENU8HD88cezYMECli5dyn/+\n53+mY/gKhUKhSAduBcEREpiISykRrvUMKdZYeDlMxQtwmuLWwdvZj+X7BrtVsFrQIM8vUHAL4jTd\nJ4Br/8XbidyLmpoapk+fztSpU/n444/5r//6L+bOncvWrVsB+M1vfsMnn3zC888/z8aNG5k3bx6a\npvHcc88BsHnzZrZs2cLIkSMB+Oijj+jfvz//+te/uPrqq6OOVV1dzfTp05kwYQIbNmzgnXfecc2o\n9OvXj7y8PKd29b333iMvL49t27YB8P777zN27FgAunXrxqOPPsqWLVtYuHAht912G5988gk5OTk8\n/vjj9OzZk08//ZQtW7bQo0cPHnzwQV555RWeeeYZNmzYQEFBAfPmzYs6/nvvvceaNWv405/+5HrN\n9u/fT3V1NR9++CG///3vmTdvHocOHQLgrrvuYseOHbz66qu888477Nmzh0WLFgG26c+FF17I2rVr\nWbt2LVlZWc7k+KabbmL06NHceeedfPrpp56Steeff57rr7+eTZs2cdxxx3HPPfcAUF5ezhVXXMG8\nefPYuHEjJ5xwAuvXr/es9w0EAtx+++3OvX377bd55JFHotb529/+xl//+lf+9re/8fLLL7Ny5Upn\nWeQ+f/LJJ1x//fVcfvnljmGRHyeffDKvvvoqmzZtorS0lCuuuIKGhgZn+WuvvUZpaSmbN2/mP/7j\nP5x7Y5oml1xyCccccwzvv/8+69evZ8qUKQC8/PLLLF26lBUrVvDxxx8zevRorrrqqrhjSRTVeVuh\nUCgU7QNpIbxcoVrSIC+V4m0XO9XGfSUxSfYonhZC2GNta2co0yNASgS/6+ZmDaxpPoFIakNIF1JK\nZs6cydChQ53/3N5ev/rqq/Tr149p06ahaRrDhg1j0qRJ/OUvf8GyLFatWsXtt99Oz5490TSNkSNH\nkpGR4Rm09OzZk0svvRRN08jKyopa9tprr9GzZ0/+3//7f2RkZJCbm0tJSYnrfsaMGcO7777Lvn37\nEELw/e9/n3/84x98+eWXVFdXO9LwiRMn0q9fP2ebM888k/fff9+5Bs15/PHHufHGG+nVqxfBYJDr\nrruOF198EavJc3H99deTnZ3ttBVoTiAQYM6cOei6zoQJE8jNzeWzzz5DSskTTzzBrbfeSkFBAbm5\nufz85z/n+eefB6BLly5MmjSJrKwscnNzmT17Nu+9917MffNCCME555zDSSedhK7r/PCHP3Rq2tT2\n7AAAIABJREFUb19//XUGDRrE2WefjaZpzJw5k+7du3vua/jw4ZSUlKBpGn379uXiiy+OGcvPfvYz\nCgoKKCoqYtasWU5vNrADulmzZqHrOueeey4nnHACr732mufxIkydOpXOnTujaZoTVHz22WfO8tGj\nR/Od73wHIQTnnXcemzZtAuwMy759+5g/f75zbyLlBo899hizZ89mwIABaJrG7Nmz2bhxY6tlLZQY\nTqFQKBTtg3h9LBJyhWqlnhGmjxQqmWDA8shYQNgZSrbtK76WSKE03R6/G5aLbE1rWdO/JUuWpLxt\nU5q/+U8EIQQPPfRQ3BqLXbt2sWHDhijpkWEYnH/++VRUVFBfX0///v0TPm6fPn08l3399ddOEBCP\nsWPH8sorr9C7d2/GjBnDmDFjeOaZZ8jMzGT06NHOen//+99ZuHAhn3/+OVJKamtrGTJkiOd+v/rq\nK2bNmhVVcK7rOvv370/oHMAOEJpun52dzeHDhykrK6O2tjaqVlZK6QQttbW13HrrraxZs8Z5u3/4\n8OFwZtJ+9uI5inbr1s35d1ZWFocPHwZg79699O7dO2rd5j835bPPPuPXv/41H3/8MbW1tRiGESU3\ng+jrUFRUxN69e52fe/XqFbVuUVER+/bt8x07wPLly1m5ciV79+5FCEFVVVWUiVHT88vOzqa+vh7L\nsvj666/p27evq1HAzp07ueWWW7j99tujPt+zZw9FRUVxxxQPFVgoFAqFon3glXGABDMWHn0wUu1j\nEXT5E6klaRPr1/k6Hb0sTKMFgYVfxsIlYNI070AkgZRFKgFBuikqKmLMmDGu2QzLssjMzOTzzz+P\nCjzAewLsNzEuKipy3t7HY8yYMdxxxx307t2bsWPHMnr0aG666SYyMzMdGVR9fT2XX345S5cu5ayz\nzkLXdWbOnOm89XcbS1FREQsXLnS1jI3YuqbaLqCwsJCsrCzeeOMNevbsGbN8+fLlbN++nRdffJFu\n3brxySefcPbZZzuBRUvaFPTs2ZNXX33V+VlK6dRvuPGrX/2KESNGsHz5cnJycnjggQd46aWXotbZ\ntWuX04Nt165dUcHEnj17YtY966yzfMf4/vvvc9999/HUU08xaNAgwDYmSkSy16dPH3bt2uVqCFBU\nVMS1117r1DW3NkoKpVAoFIr2gVfnbEgwY+HTIC/ZCbyM7WMBJF+v4dIPI2pcbV3A3YI+FkLXvXt2\nuDbI8wtEUhpCWklkwjZx4kS2b9/OM888QygUIhQK8dFHH7Ft2zY0TWP69On8+te/Zu/evZimyQcf\nfEBDQwNdu3ZF0zR27NiR8HgmTpzIvn37WLFiBfX19VRXV7NhwwbXdY877jgyMzN59tlnGTNmDHl5\neXTr1o2XXnrJCSwi4y0sLETTNP7+97+zZs0aZx/du3enoqIiygVoxowZ3H333Y5MpqysjFdeeSXh\nc/BD0zQuuugibr31VqfFwO7du50x1dTUkJ2dTX5+PhUVFU7tRdPx+l1Pv/s5ceJENm/ezMsvv4xh\nGDz88MNRWZjm1NTUkJubS3Z2Ntu2bePRRx+NWWf58uVUVlaya9cuHnroIaeeGODAgQM8+OCDhEIh\nXnjhBbZt28aECRM8jwd2jU2kMXRDQwOLFi1K2EWupKSEHj16cNddd1FbW0tdXR3r1q0D7Hu6dOlS\nx5r30KFDUQYELUUFFgqFQqFoH8R1hUpACuVZF5GKK5Rb8bZfgbLHfnQvKVSS+0oFPylWPIRPBsKt\nQZ7f+kcBl156KQMHDnT+u/zyywGi3o7n5eXxxBNP8Oc//5mRI0dSUlLCb3/7W6egdv78+QwePJhz\nzjmHYcOGcffddyOlJDs7m6uvvprS0lKKi4v58MMPXd+6Nz/Wk08+yauvvsopp5zCGWecwT/+8Q/P\n8Y8dO5bCwkJH0hMJKIYPH+7s7/bbb+enP/0pxcXFrF69Ouqt+YABAygtLWXs2LEUFxezb98+Zs2a\nxfe+9z0uvPBCBg0axLnnnhsV3CSSNfBbZ968efTv358f/OAHDB48mAsvvJDt27cDtgtobW0tw4cP\nZ8qUKU4tQYSZM2fy4osvUlxczC233OJ6XLfrC3a25P777+eOO+5g+PDhbN26lREjRpCRkeE6zvnz\n57N69WoGDRrEjTfeyJQpU2L2fdZZZzFp0iTOOussvvvd70b11ygpKeHzzz9nxIgR/O53v+O///u/\n6dy5s++Yv/Od7zB+/HjOOOMMxowZQ1ZWVpRUye/8dF3n4YcfZseOHYwaNYpRo0Y5wcPZZ5/NVVdd\nxVVXXcXgwYOZOHFiVIDZUoRsc0uK9sPXX399pIfwjUf5/acPda3Th7rW6cFcOJ/cqTOo6z8wdtnv\n56F9fxpiyEkuW9pYb70C27egXTI76nNZdQhr/pXof3B3rXHd11MPQkEh2lnRHZfNG/8T7aZ7EIXe\nhZ5R+3ntz3BgH9r0y2OWmVdPR7t7BSInL+FxJYt50yy06+9AdO8Vsyzecy3/uRbr/15Gnz0/dtkH\nb2N98Db6T29yPrP+9gxUH0I7/7KY9fNqDlGd0ynFs1Ao2hbLshg1ahR//OMfnYAsGfr27cs777zD\nscceG7Ns1apVrFy50nEGO5rw+o7wq6tRGQuFQqFQtA/i1VjE65Hg2ccixYyFW6ZBpFBj0QIL3RbT\nAimUX82EtKxYa19Ns4veXTdIbQgKRVsRKQqvr693jANOOeWUIzyqox9VvK1QKBSK9oGfK5SegGzI\nqw9GSoGFaUuVWrov00cKpWn2ObclXo3+EsHP5cmtQV6yMjGF4giyfv16fvaznxEKhRg4cCAPPvig\np2VuPPzkXi0tND/aUIGFQqFQKNoHfn0sEnm776b7h+Sb2oH3hDzZYCCu3Ww7rrHw7Uvh1iDPL6uk\nUhaK9sV1113Hdddd1yr7ijhkuTFt2jSmTZvWKsc5GlBSKIVCoVC0D1qlj0UrSqG8+lgksy9fp6uW\n9X1o8fHj4Vcw75Yd8s1wpDYEhUJxdKEyFgqFQqFoF6zL7MuC/6sDsSVmWaeCc1hh1flub1qSy+VY\nDq+M3f6qbiP4TjKDsSyu2duHPc32NbnH6fwkSSnUgvrjWdtsPyN65jA3HXazpsXVb+xjT423R78X\n4woDXOWRgagy4MrM7xJqcl4/zi/gBx41GTWkGNwoFIqjChVYKBQKhaJdcFDL4syeAS4fd3zU5xKY\nvnIL0qrBT6lsSUkVQZ44/8Sozx/+cC8HP03Secmy2GcEeGDqCWQH7Dfza3YcYtOrucnJqiyLAzKT\n+eP7MqhbNgBfHKznj+/vsbMrbW43a7GvxmRF6QlkBaIzDH6uUB/tOcxLH+3yDHxqTUk2Bv9zfjEA\nf95cTtnnhzzXN9CUREKh6ACowEKhUCgU7QJLQkCDzGYTYCklUghkHFcoy7LQkDHbB3UNC+F07E0I\naWEiyAlqZISLr4OawEKzB5rwSZkYCLICmjOurKCGacn0NMiTJoaU5AQ1gs2KyDMDGg0B9+l+dkDD\nlHiOz5SgN7nWmbpGJeKo7mOhUChajgosFAqFQtEusADdZeIvhECTEktavoIay3IvHNQ1gRWpjdAT\nlORYFoaMHo8mwEq2i7dlYaARaFJUHtQERpoCC2lZGJZ9DZIhoAkMn0DBsmTUtbbX9z6fuqpq6oO5\n9OsWmzn69/4aTqjZQ7BHL0R2TvT4a2v47GADfbrlkxOMvncHaw2qysrp27srotl9lVJSvf0zDhT2\n5bguWVHLvjhYT+eGKjoFZML9SFqKruuY8eyS2xC5eyefaIUM65HdIoeinYfqyWmopYtZg+gZ28tA\nVpazs1aQX5BP5+zGKeYne2sYKisQWdmIzoXxxxtqoGz3fhq6dKdPfmzTupAp2VZey+BOGnz9JeK4\nxt43uq5j7NjGxoweDO2RgyYEVfUmB2pCHNclC9lQDzt3II4f1Hi8QwepOlxHeVZn+jd7XppTG7LY\nWVnPgIrPEScOjXsuALL6EDurDPI7d4q6LqYl2XKgliEHtyMGDktoX8kgD+zlKyuLTp1y6ZwVO+Wv\nqjcpq6ji2GyJKOjSKsdUgYVCoVAo2gWWBM1j0qMhseJMwu3Jbmw2QRMCK1JYnGBgYZomgugJuSYE\nps/k2X1QJiYiKrDQRZPAoo3tZi3TDoi8rqsXuiYwfDIWloy+1k4g4jF5XvfiK7zffRg3Tjk5Ztn8\nl7Zx97bH6HHehYgTBkctk1s3cffb5Vx17khO7JodteydHYd4//lX+MXMsxC5+dHbmSZrFy3k5e/9\nnFu+c0zUsv9+Zxff3vMh38qrQzvnAs9r0Joc6Sab9ase5vqs7/HMxUNatJ8n1u2h375tTKr8GO3i\nK2OWW2//nfu/yOT0cafw7WMbGyLe+MIWHgq9SXbRMWjfOSfuceSBvbz0P89SNmEqs0b2jFl+sM7g\nV3/5nEe/nYO19Hb0O+93luXn51O5YhHX9P4xz1w4GF0TfLT7MM9sKuM3E/sha6qxfnM9+pInG8f9\njzdZu2UPrx13JjeP7+s7th0VdSx452v+8OIv0JasRATdu3VHnc9Ha1m+4RBnTDiN05tcl9qQxS+e\n38oTr/8S/b9Xx91PslgvPMX91hDOGDOE0/vFNqjcsPswz722gduOq0X79n+0yjGV5FGhUCgU7QKJ\nQPN4sy6QWKb/JNyS0rUGQ0BjxiJBQhL05m6qAmQKDfIMRFSAomvYgUUbN8iTUmKI6KAmUQJxAgtp\nySgDLl0DEw3pkc3xCxqFAOnlKCUt+7lwy2QBlhDu0jTLxNAzXM89oIGRjuaE7QjDsmKe51TQNWFf\nO6/si2VhCD0mQ2Zvl4QLmpRYQnhOUjXs55tAwHUsUsrwc2P/LESTGD4rB+pro6WVpomhBfBQBkYh\nhLBD6rwCqKpM7Hw8rksg8l0gLWRbPI+miSE0Al6/e4BF69peq8BCoVAoFO0CC7+MBfEzFtIjY6Fh\nZyySKLo2LQjEBBZhSVVSUii7xqLphCWoicYai2T7aySDtMKTpdQCC1N6Tzjsax29vl/GwkK6thgB\nO4CzM0ou20qJJTTP9iSe98M0MXX3cw9EJscdKbAwJQHR8uxY0JG8efc3MYVGMGYCLTC1QFI1OPZ9\n9/g+EMKOJ/UAGEbstlIiaKyp0oT9GYDQNMjJhZrqxg1MAzPB3xUtEst2KoBDBxM7GWlhNpNEQjjg\nskDq7gFSizFDMVLMpmgi8jvUeplTFVgoFAqFol3QYilUs8mus60Qdm1EEhNJQxIzEXP+CCebsZDN\npFCaIGQRzli0oRTKsjACGUnXV0A4qyLxrrHwkkJ5BSIeWQdoJlVzOQevbZ1Az3U7E0MLup67rgkM\nOlaX8BCxgXIq6CKc7TG9+5sYaLFv5oXASKZvi7Q8A0oI92KUhDMWLoGFFR3IOoFIhJx8ONxEmmZa\nhLTYjILrsYWwg5ROnRPOWMhwxqL5BF8TdlbFDARdz6PFhDMWXuelC6EyFgqFQqH4ZmL5SaGEtKUP\nPkjL/a24BljJyDAAwyVjIVIJLMzYGouAk7FoY7tZ0/J8ax+PYPhNqp8UqnnGwvQp9pbSvXchxJdC\nWUK49z3E522raWF4nHtQE5gdLGNhmrJVAouAHqkz8spYxGboItsZyWQspC2N9Co0F2GXN3TddUIu\nJVGySI1mMXxuHhxOPWMhJYj8AmSiGQvLsiVJHhk0M5DRNhkLw8BExGSQIohU5J1xUIGFQqFQKNoF\nVhNNdHMSk0LhWbyd7B9P07XGIryfZGQD4YyF3jywiHQZb8vJrQzrxlOYUOqasN8Ie0x2zHBcFCFu\nxqLZ+k1pzFi4HMuSns+FfT88pFCWGZ4oxi5y6gQ6UGBhuDzPqRAQ8WssTGI1/boQmEnXWPhkLCJy\nJN39TX9zWaWmCUcKBUBuPlTbGQu5bZP9AkDzlgzFHjucsTiUeI2FiYbu8jwGNIERyGijjIXhmkGK\noEUyFq34gkMFFgqFQqFoF1iAprn/WbKlUPGLt92lUHhLbTwwpHQt3rZScIUymmUsIpMiM8kxJY1l\nYeipSaECQmBI6TnhaO7AZRd7+0mhfGRuwudahCeYbjbE9v3wCPRME0MPum7XIWsspEyoMDkekcyU\n9Mo8hN/MuxYpJyWF8r7v0ESOpOvuNRbNMmpOIBJGdOuB3L8bWVeLde+voLqSkAgkLIUyJZDfGfnP\n95E7tsY/H8v0zFjoTmDRNhkL2zzCfbHzO6QyFgqFQqH4pmHhLnkB0CGuK5T9Ft2jeDvJiaQpY+UD\ntqY/eVcoUxI1oRBhpyZTC7StFMpKXQoVzxWqeTG27QrlLYWKm7HwepsdrrFwdfsSeNfORDIWLq/p\n7clxxwosTClap8YiTr+SiAta82cu4LhCJTp5lp4SOGiasbCfm+aOShbRz5ugWcbimOPhy+3w1ed2\nYFpXi6nFFp27ETEiEyeNhrxOyDf/Gv90LLuo3VMK5ZF5aSkyLMX0k0JZQmUsFAqFQvENRErQPTIW\nArDi/PGTluVhN5u8m5OX3WyygYUV7mPRfF/2G9xAG2cs7Lf2qQQWEbcar7eozTXsdoYDfxcpn4yF\n1Dx0+9JCCu/ibekl47BMQnrA1WZTj9jNdqDibcOKzcClgpPt8bOb9XI/SuZ5lxIZRwrlhAkujkpS\nNi/ejk5siX7HI7/ajvxim/1BXZ1tB5vANdKEXd8hehWhTTofuXNH/I0si5CHJCkgaLuMhWnESDGb\n0li8rVyhFAqFQvENo/lbxqZooiWuUKlkLIiRjth65OQmpIYpCTSxvYzQaL/Z1lKoFtjNWj5SqOZ2\ns3o8KZRP/Uy4eNvVx1+GayxcbmzjfXUv3ja1WBceaNol/Mh1wk43zZ3JUqXRhtivxiL2WE7BfKKT\n50gfC8/eJyL8sgFXZyiz2fPW1G4WgKJjYd/XsH2Lfbj6Wkyhu2a4mhMlqyo6FnZ/Gd0Tw43wdXHL\nHAR0gdFGGQu7xsL73jdKoVrvdyFtnbcPHDjAsmXLqKysRAjBxIkTOeecc6iurmbRokUcOHCA7t27\nM2fOHHJzcwF47rnneOONN9A0jcsuu4yTTjoJgO3bt7Ns2TJCoRAlJSVcdtll6ToNhUKhULQRlhA+\nNRbNJgZu23vIbRy72WQCAkTM2+5UMhaG6f6mWNcEhq63bedty/K0XI1HIGw36zVhsu08G8euC/9i\nb/8ai3Dxttu2PnazutNXxKNBnvDoYyHCgUUbdz1vT5iydVyhdA3ffiUYoXCxcPPtwlKoRH8HpcTE\nO2MBjRN8zcUZyjZyaLKuFm03K4IZ0KMPcsM/IBCEulpCQiMrgQ71Tn0HILKyoaAQ9u6CPv28N4rU\nnng8x0Ygw7VWpMWYpm9QeVQXbwcCAS655BIWLlzInXfeycsvv8zOnTtZvXo1I0aMYPHixQwbNozV\nq+2W5jt37uTdd99l4cKFzJ07lxUrVjhWgw888ABXXnklS5YsYc+ePXz00UfpOg2FQqFQtBHSrzsz\nIOPUWDSX50SwA4LkCqVNGWuZKSLF20n8ETal5Vo026g5b/sai2AKf+mFsOVbXpdcumYsiGM3631v\nPe+PDAcWrmME0yvQ86kvsS1TW7dgtb3TmhkLw+8NtxFy7fYeV0IVg/SUwEWwO2DLsBQqelIuZXSW\nMMZuFtCumov2q99B3/52jYVLnwk37K7fTT445jis+35ru0t5no5pu2W5vGUI6m1pNxvCBM/zEsK2\n9T0qpVCdO3emf//+AGRlZVFUVER5eTkffPABZ555JgDjx49n3bp1AKxbt47TTz+dQCBAjx496NWr\nF1u3bqWiooK6ujoGDBgAwLhx41i7dm26TkOhUCgUbYSJQPOwL0lUCqW7FW+nYDdrWDLmTX9kP66S\nHZ/9uL0pTo8UysRIsOmXG47lrAsxdrOiJVIo74ySdCQx7ttJr0DPMm3NvJvdrOiIrlCk/Bw0pbFf\nice1M4xwUB7rCpWc3Sy+drPQtIA7tvt28+xl0yxDBNG9F6LfCZCRYQcWPrasUcfVogNubfJ0RL8B\nyA3veW8UKWp3y14KgeESHLUKponpU2NhZyw4OjMWTdm3bx87duzgxBNPpLKyks6dOwNQUFBAZaXt\nCVxRUUHXrl2dbbp27Up5eTkVFRUUFhY6nxcWFlJeXp7eE1AoFApFq+PbnZkEpVBu26ZQY2GgxUwC\nUrFmNCz3/gHOZKKNXaFSLd6GxrfTbo0Jm1/rRhcpH1coP523SF4K5UjTvOxmPRqexeu58U3EkN5v\nrZPBsRWOK4VyKd5OxhVKWlhovhkLJ1gIxBZvNw9km9vNRhHIgHpbCpVYH4voIEUccxzizLOQn270\n3igcWHh2gteDbWY3G3KpF4vwjbCbraurY8GCBVx66aVkZ2dHLfNKkyoUCoXim4/Ev9dBQsXbrm+2\nUyjeBgLN6j0cu9lkpFCWe/+AYLqkUAl2E3YjEHHy8cgkxNjN+trT+txbTYRdodylUBL3rt1OJ3TP\nBnle9p50OCmUWxYhFeJLoQwMiClStp+lJH4Hpd0R2m9a6JexkJYVbTcrcA2QAQgGob7O0w62OQKX\nWPa4gbD7K2RdjftGkcaBLvsParSZ3SymgWl5B5WNwXnr/S6krXgbwDAMFixYwLhx4xg9ejRgZykO\nHjxI586dqaiooKCgALAzEWVlZc62ZWVldO3aNSZDUVZWFpXBiLBx40Y2bmyMHqdNm0Z+fn5bnZoi\nTEZGhrrOaUJd6/ShrnV6sBAEgwHXa60Lga67L4ug6QF0TYtZJye7HjSdnOwsAgneRxONzIzo4+XX\n60ihkZ2RQUaC+7GERlCPHVMwqEMwg6zMzIT3lSxmVhamHiQzI+h63eI910Fdw9CD5OfmIgLBqGWa\nHkCn8bzMQMiWsknpvk+heY4jGNDRMjLIygiS2Wx5Q2YmFhoFnfLJDupRy/LrNaQQ5GRlx9xXIzMT\nUw+Sm5Mdc8y8nAakHiSga+Sm6ff6SH+HWCL2eU6FvFwLqelo4Lqvw8Ku5+jcKZ9AEx1aVkYGIphJ\nUNfISWAMRk42UtPIyc7yHLOuCXJy8xAZGeRmZaKH18vIyMCyLAK67mxbK+qRQriPOTubUF0dUg+S\nm+N9POdcTAvL5fyr+vYnu3wfgUHDY7apCwYxEHQp6BSTtcgMBpHBTLIzMgi28jNySFoYEjp3ij0u\nQA31SAQZgQDZSR77qaeecv5dXFxMcXExkMbAQkrJ8uXLKSoq4vvf/77z+amnnsqbb75JaWkpa9as\nYdSoUc7nixcvZvLkyZSXl7Nnzx4GDBiAEILs7Gy2bt3KgAEDeOutt5g0aVLM8ZqeZISqqqq2PUkF\n+fn56jqnCXWt04e61unBCstu3K61QFLf0OB7HxpCBuhWzDr19XWYCGqqqxEJ3seQaYGM3ldtbT2m\nhNqaGuoT3E+DYaITe06atKiXgrqawwnvK1lkdRWhsK2q23WL91zrQmLqQaoOViIyM6OWNYRCUde6\nrsEkZFpYpuG6T8OSCMN9mTRNGkxJXU0NDc2WWzW1WBRwuLoao1nqp66mDgtBzeHY+yqrqwmhYTTU\nxxzTaKij3rAw4jxPrcmR/g5pCFsHt3QMofpaGgwLKxRyv8+1NVgZ4XvSNN1gGdSFTEL1sffDDVl9\nGBNBg8/6AjhUVUW+EBw+VOk8A/n5+VgNDUDjvK+mJoRpup9/xJChwbRcn5fmmJbEsmJ/p83MLGoq\nKly/Y4yaGiRwuLoqVp0jTeoR1FZXUdfKz0goZCCAmsPVrstra+zi7oa6Oowkjp2fn8+0adNcl6Ut\nsNiyZQtvvfUW/fr148YbbwTgoosuorS0lEWLFvHGG284drMAffv2ZezYscyZMwdd15k5c6ZzM2bN\nmsWyZctoaGigpKSEk08+OV2noVAoFIo2wvLQIEO4xiJOtt67j0XYQz/ZPhZ6cymUj6bfaz8uReDQ\n6JIjLenqZNUqOM5IqW1ua78DIGNlL82LYwORQm/TRwrlV0Dq2Xnb9KmxCPcVcdvOND1dfvRwAbLs\nQH0sWk0KJQQGeNYDGIZFQMT2bXEK5j2ej1ikb8E/uEuh5NdfIvufgGkYUc+bLoR3jUXQzsYZCddY\n2LLN5s5TBDMgVO+6jWkY6C79bKCJkUMb1FiYpuVqYBDBrhdJ7jstHmkLLAYPHsyqVatcl82fP9/1\n86lTpzJ16tSYz48//ngWLFjQquNTKBQKxZFFChC+tohx7GZx1+Kn1H8Cgd6s6lqkUrwt8ej+LDBF\noG2btFmW7QqVYv2iXWCe4Xq+0q1428LbbhYfu1kBluah85YS6THBFH6Bno8rVIcs3kbE1AylQmMj\nRI/AwjRdzQoCkf4XSfSxsF2h4tjNyka7WVm2H+vuXxL6z2vsgL3JtvbvrgfBDHvsPi82mh9XYAc1\nTc9VZGQi6+tdXxQYIdOzj4iuCUw9iDSNVn/JYHdc97uG4Q7mR3PxtkKhUCgUbsTPWMRxhbK8O2/L\nZF2hJAT0aE2/LkTY8z3ZzIdXxiKJhmGpYJktKt4O6pE3qbFjNKWMmvRp4YmbV4F9XLtZD1coafnb\nzXoGepbp+QY6rmXqNxBTEhMop4LTCNEjsDAN9wl0QBOYQo/foTqCj81wBCdjEbAzFvLV1VB7GKuy\nAiuYGfVd4mY32zg4O2Nhorl2xvY9dlOCGRBqcF3fMEIEPF6M2IXtHq5oLcSUsYX0TfH9HUoRFVgo\nFAqFol1gTz69+lgkEFhId2tXLdKhOYnsgCE1F1eoFDIflnB9YxjQwNT0Vm1MFYNlYSTY9MsNO2MR\ndJdCQTPXHbuhoCndj2Uh4tjNugd+lmUhmktOmm/najdrZ2vcs0V2gXFH6rxtIGIC5VQI6OHMlIek\nyTClZ4YuqSyRlHHtZnURtqDWw5Pyw9WQk4usrMDKzIy1m/U6dEQK5dPvoTmugUqGT2ARcs/kQDib\no7VNH4uQFU8K9Q2wm1UoFAqFwg0L4SmF0iKTCN/t49jNJtUxGwLNihME4bd7SezH8M3JmuVIAAAg\nAElEQVRYJDempAlLoVpkN6u7ZyykRcy1tpvkeQzFp6u6JrztZqW0PC1HnUmRmx2u5d3puGNKobSY\nmqFUcO6xjxTKq9O8STLBvd152+/JFZG6iUAQzBCyvhYKCpGHDiKDmTTd2ldK2UQKlWg9kiMhar6f\nBvfAwjQMz323aY2FS61YUyKZRq/akFRQgYVCoUgLcufnyKpDR3oYinaMLYXyylj4SBki21vC4812\nRMKU2BtqKWW4xiL6Da+mkbQUyp6seNVYtH0fC0MLpNxxOaBhZyzcMgnImAm/81babSgiTo8Sj4yS\n3YjP/b45HdW9GuQJzfXteWMzv44TWJg+v1vJYGd78C7e9jMrSOZ3xwoXb8d72y5pzFjU10Gnzo4U\nKqrPSiLF21K4Pi/ux3b5Pgpmek7QQ4blXWMhRJtkLKSUcbMwESmUrK9rteOqwEKhUKQF689PID9e\nd6SHoWjHWAg0j7drvlIGZ3vvGoukmkCFJ+TN33Y7euSkMh8S3eWcAkIQ0tJQYyG0FrlC2XItrwl/\n9PVxJuxuQ5E+XdX9pFDS8gksfGQcloUpdPdOx0LYkq22vPbtDAONgNfMNgkCmsC0pHeNhWl5BtJG\nkhmLeMXbkcm90ANIw4D6OkSnzsjKcqyMzNgaIM8GeXbGwgyPMxF0t8cuwztjYZiGZxG1k71s7YyF\naWDqQd+MpZOxUIGFQqE46qisgFDoSI9C0U6R0pY+eE4+ScAVSsbKcyCOLakbphG2aW0WWJB8x2ZD\nurvxBPSINKSNMxaiFTpve7lCNZdCRYqiXZB4O3411sC4HMd0DxYhLIXxChgtE0O4Z4sCetgytQNl\nLFqtxkKLI4WypEd36SQL5qX9MsBvkioIJ6vCrlDU10FBl3DGIiOmBsgzYxFokrFI8HfF1WUqIxMa\nvOxmrQSkUK1cY2EYGIEM33MSCPtbVQUWCoXiqKOy3LOwTaFAWvYbSp/JpxlHymTiFVgkWXRtGBh6\nMEYWkUqhoyGFq85fF5FsQNvXWKQuhQoXb7tmLGLrWewJu4Z0lU4lUrztcZx4GQsvu1l0d72/8LdM\n/aYhLRNT0wm2Ro2FJjAs6Vu87ZolitjNJnrNpeXZv8TZZ0SOFHaFsqVQXZCVB7EC0YGFq4tTBEcK\nRcKBhbsUys8VyvTctx5xiDNaObAwzXBg4b2KfV2ECiwUCsXRhZQSKg+qjIXCGysifXBfnFDxtkeB\nsEg2sDBNTymUhOSkUAjX4smALgh5ORq1FpaFKRK30GxOQPMOfkyXSZ8uBEbAve+FHVi4TzmEEHYf\nC7fjWN4TlUarTHdXKNMrYxFp5tdRMhZmpNam5btqvHYeUihLtk7BvEygQZ7mUmNR0NnuaRFsLoWy\n/+32HSIiUqgkMhaugYqvFMryLKIORgKLVpdChTDjZCycZn/1qnhboVAcTVRX2WleQwUWCg/CDbG8\ndMian5QhTPNu0FHberxJd8U0MPRAzFg0LbmMhZQSQ2geNRakQQoVaRKXWmChawJD8yjedrnWwYik\nwy3z4NvHAizcAxjLMhPIWLhMyCwTA8377bnsQK5QVjhQTvE5aIqTsQDX3ydDSnfpX6TGIonJs18G\nE+z7b0rpuEJRX4/o1MXetlnGIrK+63dIIOwKJUk4+PIq3pYexduGaXn+HuoaGJrWBlIoE0MPxmmQ\nZ8vNLBVYKBSKo4rKMvv/Sgql8EJaWEJ4W4tq4cyXD/52s0nIMEy7sVyweedthK2rTjLz4ZYxcBrk\ntXByKy0T+e9/eiyzwsXbLamxcC/eli5SKF0DI+AeiEjw7FGiC4HU3O+PlHhajjbeVw9XKNzPPdjR\nXKFME8OlZigVIpNzyyOANC13e9OAJjAzs2HPLuTh6vgHkhaSOHaziHCNRVhG1GC7QgFYGcEYhzhN\neHyHpCCFcjMjEz4ZC9MnYxFpHtgWxduGHnTNIDVFCLBa8W+zCiwUCkXbc7DC/r+SQim8kP4uML7F\nl2Esy30SatuSaokHtqaBqQViGlrZsgEPTb/rfkxM3d3u1babbYWMxRefYf3XXe4TphY2yLOb+LkX\nb1sQM3HT/WoyfGos7EJYL1co0ISP3axPjYXpZ/Ur6TiuUOEO7H5vrhPFaYQYiO1vIk0TQ3PP0EUs\nVUVxCXLd/8U/UKR4208KFYkp9QDU1tgBQnYO4JWx8PgOcaRQ7oXnbjjN+Zrvx6vGwkMiBk1eMrR2\nxsI0bClUnPuuCYHVUB/3xU2iqMBCoVC0ObIyHFgYKmOh8CBcvO0phYL4nbc9ij2d4uBEA1vTcO3/\nYEuqSLzI0jIxNHe7x4AmCNHyBnlyx1aoq4Ual7fAlmVLsVKcT9qTQfc3qaaM7Sge9JFOmXGLt92l\nSbbdrDuNUiiXa2h6S6E6XB+LsCSuNTIWECnqz4gNII2QXSzscpiIhEqc+m3kvz6If5BwjYVfMOTI\nkfSA/fxnZEFWNhAJLGIzFqbb5DniCmUlbjfrGqRkZHi6Qtn9PdxdufQ2s5u1M1Xxzsn+/Qu0mlRZ\nBRYKhaLtqSyHvHwlhVJ4Y0mk0HykUPEb5Emka0Mtx8400e6ypoGh6TESJmcim8x+PCQogdbKWHy+\n1f7/gb2xyyJ9LFKMLAK68MxYSBfZma4JTN1dIiOJzXBEaLSbddnO8rGbDXdCd62dsSzPTsr2JJe2\nLZxvTxitV2MBPpkpI/yG3KN427QkFHaHQwfjH0RKX2kkRKRN2K5Qh6shszGwkIFgzPPpSKea00QK\nlajRgasCLyPTWwplWQQ87JmcruRtYTcbp48F2L+XMjOr1ZyhVGChUCjanqpD0KWbkkIpvAlPJLyb\nqIlY3/hmeLlCJZ+xMF1tWiOBhfR4Kxk7oHDxZBsGFnLHVujaAw7sczl+WAqVogTGaeLnagMbe6/8\n+l4kZjfrkunwlULFs5t1l0LZ24HVgTIWptbKGYtARuwbdiOEEch0zTLomv3Wnk6dEwsskHHtZhuL\ntwPImnBgEQiCpmG5BBaOi1RzwlIor67h7sf26rwdG1hIKTE8ak+gbRvk2YGF/2q6ACsrG1qpgFsF\nFgqFou0xQpCTh1SuUAovHCmU+2JfH/owFu4NtQRhqY3H28QYDLvGovlETAi7nZRMeD/eE7pGKVTq\nb82lYcC+3YgRpyJdMxaWZwFzIjhFpZ41Fs3Xx36T7dLjwBLedrONtrFuUijvjIUmQAr3jIU07BoL\nt0muEMJ25ZKtM9Fu91iRQLl1dhcQAtM1YxHC0H3MCiTQqQCqDsbX80t/+2loIkfSdag5DJlZdlYs\nKzscWLhIGT2Kty3sfSWa3PO0m3XLZjpF1D6BRRtlLOJ13obwuWRmQX1tqxxWBRYKhaLtMUJ2UZ3K\nWCi8sOI0yNMStZt1eUOtJSuF8taka4CZaGDh1FjELtK15Lt4x9BQb8s4ehZBmUtgIcM1Fi1yhfKw\nj5XE3Ctdi/S9SK542w4QNKTbdn5SKCHQpHStvbEsuwe417kHNNsatUNgWpitWGOha8J2/2oeQIY7\nPXvWtZjS7hkRzLADAcB67c9YDy9GVh2K3kAmlrGwayyCthQqLIMSWTnJ2c0GM8IvALzlerHH9miQ\n5/bdEAr5dsB2mge2RcbCpVasOZoQWBk5KmOhUCiOIgwDkZ2jaiwU3oQnEl5/AjUh4r7llOBRYxGp\njUiieFu4v+EVAqxEA4uIpMplsuK8pXTrwZAooQYIZiC69kC6SaFME7MFGQtdw1OuZdvHJi6Fkj6T\nRLvGwj3IklL66uwFEsuleNuwQPfofwHhwvQOlLEItWKNRcAp0o/NWHi9IbeduML3I78zVNlyKLn2\nLeQXnyHXvOSsK2sOI7duCj8z3uMQIlwzkdcJyvfbNQ6AyMpGBlzsZnFxcgIIBu2AKAnJoFPf0ZQM\nD1eoUAOmz/4DwpZFyjZwhUrEZlgIsDIzbbveVkAFFgqFou0xQpClAguFDxEplKclaWIZC7c3jhoC\nKZIrujY19wm5JkAm+hyHbT79i7db8Na8od6eTHUuhINlLse3POsMEsG3ZkLGTvoCQmDofjUWHp23\nw8s97WZ9AgQN6SqFMi1JwKM2A8JWup5Lv2GYdhF/qpmr5gQ0MN3ezhshT01/UGtsrEengsY6i/27\n0c67BPn2a0jLxHrjJaw75iBffhYr1JCQ3azoPwCMECIzkrHIxtIDidvNZmYjL5uTlMmBq8NU0C7e\ntp5/EnmoovHzUAgz4N1PwpEc1rWOFMnB9P7+aYqdsciCOhVYKBSKowRpGEoKpfDH8u9joWnxi7dN\nP7tZtMRrLPykUEJgNSRnW+v6BlcIW/7QErvZcMaCzCz3oN2RQqW2e6eo1K0RGi4ZC92n87bwkUJp\n3sXblksjvqhtcVeTGZbE3dwzPNaOlLEwTUwR63KWKgFNYOR0gsPN5EthFyKvvi2NgYVdwC0PV9vW\nzcWnQFa2HVy8+BTaj69Eu/N+rC7d40ihwnKkbj1t18FMO2ORee6FWIU9XO1m3TIWQgjM/8/ee4fb\ncVV3/5+9Z+bUW3TvVZesbsuybMsVV1wAG+wYYpoxLZiWhJAQDG8KTnh/kJAEEqpDeQkkBAi9uAQw\nprhj4y7bKlbv5er2dtrM7PX7Y88pc885915Zwrbw/T6PHkkze3aZ2TNnr72+67tWn3lYIgeNjBTl\nOKAV8pPvYT77kaqH1S/hN5HhBXtvfO3C2MiU258Sgubfn1poBZJIIdMei2lMYxrHDKY9FtOYDCI2\n0+4RBG9LVK7+2kiW9LCoUE08FoCZqghBaJp6PlwnokIdSYyFX7L0i0SysX5+RIV6pgvKiYK3pUE8\nSzkJWjOPhWoaYxF5lA5TbhbKVKj6iREYgzeJx+IFY1hEeSyOlsfC0Yog02LV/moxARWqIjcLqLYZ\nyPAgHDoAs+dZUYRTzkJu/Q7q1LNQJ52Omj0PSSQnlZutJGpcvAIij0Xi3IuRRLJeblY1kZvFxtsc\njmdP0UR3IZGEU8+CwX4Y6I0qL00YRO2VvZdTyUh+GJCwsQjFeJQNi2m52WlMYxrHDsLIYzGtCjWN\nZoioUM15+HpKcrONeMxa2wXIVKlQEgRNF2JaK8xhGCh+k+BJV6mjELwdeSyaBY1GVKhnuqC0ibsc\npEFQqaE+eNt6LCYI3lbNVKGaU6FCGhuLlWtpHLwdhDKhwo+jI4/RCwFh2NRQfibwtCLMtCIjQ/ET\nE+yQu2W5WYDWdhgZQg7tR82aB4BafbrNd7RqTeUa662aQvA2oFaeCh2d465tVL5xXUE4dalZW1cz\nhakEasUqWLQM9uywx3yfwGkc1A7V9+x347GYXA3MUqGSR82wcI9KLdOYxjSmMRH8elUo2fY0GIM6\n/qTnsGPTeN4gymPRVG52KqpQ1EugQrS7qA4neLv5Tr9Wh2FYmOYUlIrH4oioUFGMRTOPxVGRm23c\nx4ZyswpL6WjksZiICoWyVLXDlJuF8mKxWYxF8+tcrV5YcrPKmTSfwVThaEWYaYHReo9F4LgkmqlC\nlR9TWwfs3mZlYmdbw4IVq2DmHNSJp1a7LZMYlUpVpoy+4rWxc40U4poaAxy+x6KpkZJMoZavgtwo\nsns7as2LbPC245JsqlAWGbl+CQl8VJQJfDLI1g3I3p2olafA3IXWI7N7O7L+MdSlV1YSfaamIjfr\nTRsW05jGNI4lhFYVSgK7qyq+j/m3D4Hrof/9e1OW+JsMYozV9Z+74KjUN41nEWIQFAeHf8M9Pd8E\nQKG5aPFfMSN1HFo3pzFUqhDQusj/br6ervRyzj/uzwHYO/xrZrcWpk7Fi6hQ63s+x6zs+3B1snJK\nKzD+FNVbIlWo/sL/cMum9QAknTZeseKfcVQkMXkEHgtTKnD7hftIH/gMF/mlSEGp5l2SyYO3n+z+\nHjsG7214rhQaMvNWQLim7lytytOBkSd4aP9XSLgvsx6LcR4OiWhuY8F6btn0zdg5rVyU+gu8zu82\npUItmX87t2z6auz47OxJnLfwzyKPRX3fA1Ofk+Dp3p+yqe82AM5eLOQff4EsgaIM7EqF/GzLX+Gb\nIwsSPnG2MBZeCgMNDAvtktR3csumu+NdEOGMBTOBj6K6ZmEefwAV+HDCyTyy/2uc0PUK2v7lK7Fr\nRITusft4aP+P6/qQcmeQcF7PwdzHefzAOZw+7y0APHHwO+zafD8FP2RGRrhlUzXS5vzFIQ/t1zx6\ncLyaWZJVXR+hJdHHrZs+i9T4Rs+cdx0L287inl2fZKCwE4AZqUW0JM/n6b5/ZdtgtS6F5uI/fhdt\ni06EwX7koXvsCd8GtWe0Yu3Bb7N76LdcsuRvaUvOj9qPlHszLZAbtYbXFGBu+5E1Rn72Q2ukOS7k\nx2DZicgt37IbCy99P0r9mls2NX7Hy/dlz/BSFhycOaV2J8ML5K2axjSm8ZzCL8dYRDu9uVH7EdUa\nBvqg8+h80NizHfO1z+F85N+PTn3TePYQBW/n/G4WtZ/HiV1/wAN7v0A+GGAGx00t8zYK7eTI+b04\nKlE5PlraQyapG+/qN0LksRgsbMIP8zHDQmmFCYL6RXyzepRDYA5y1vx30Jlexq2b/wKJdkePlAoV\n+nlGsj7F4h67sAj8Shbh6jgmpkINFfZy6pxrmZs9ue7cPbvuYSj1eBNqU5UKNVI6SCEYwtGHCFVr\nffmI5uabHua1nMYps19XOXXnzn9BqQGc5E7EzK1vRyCd7LP3L7XM9rm4lye6vwOUJUQbyM1Kvcdi\nuLifE7v+gEXt5/G99R+lmHyBZN4ObQZ2rQLywQBXrvjkEVX33XWfppQJYHfcsJAosaRiLyu7rmBx\n+wWVc/35foYKUbsz50BvN1IsoC+8nL783Yz5PbQl58W7LZD3D7J0xsUc33lZtR0MP9l8PY4excgg\nI6UDlXPDpQOcveiPeHjHLLrHfK5eOaty7u9+tYs/PXsux7UnY+3ctvVv8E2RlDdK2uvkwuPeD8D6\nnpsZLdn8MEPFvVy46ANoNPfu/jQJZ4iUu5iXLv3jSj2/2XMjhVkttGsNS1Yg3/0PK1zilyK1LMVQ\ncS/5YIB8MFgxLBytbE6VbAuMjkzZsGDXNvSH/hU6Z8GBPfZbMv84lHZsPJmjMY/1otjAyq4rWdx+\nfsNqPvvAT5jfsismWS2DfZZR0Dmr4TUTYdqwmMY0pvG7RxhApiZ4OzdqP6JtM6B739EzLHJjkM8d\nnbqm8exChFApICChs6S9Gbg6hRHrHVBTUIUygKN9Ek4Lgam69UMp4mjnMPNYaIyElfbL0EohjhcF\nTiebVFCux1JQICTltpP2ZqBwMBJW6Q9HkKTN+AW0UQSqUKVD1RoWU5CbDUyRjNtB2ptRd87VLaBN\n40zaNR6LwBRJOC2UpERJNwj2joxGkSIptzXWlqM9wD4XaUq5Ckm5MyrXlcLRynOxcrONgreljvoT\nmCJpz9Yj4hHoo0P9eN4jDAjw0IRo5TV81ocDkQxBwkFGqzEWsmUDcu8vCGdfhFYhCSf+nFtC0Coy\nOLtm27wTuTGYPY+gp0hg6o1+I2CkSMqdGavLesAMjvajcmHNNQFptx2hDaX82HWhGcDV7aS9VKwd\nR3v4oY+nDa5OVq5JuW2V74iRgIzbgVIaIwFahSiSsfpdnax+r2bNhbkLkccfAFSUgE8RmCKO8mLf\nlUpge7Z1ygHcMtgHoQ+ds+wGx/xFsfPKs3SqwAhKhSTHvXe1CEwWSbjQe9DWnRvFfOR9YEL0B/4R\nteT4KfWpMp7DKn0E+OIXv8jjjz9OW1sbn/rUpwAYHR3lM5/5DL29vcyaNYvrr7+ebDYLwE033cSd\nd96J1pq3v/3trFljXbHbt2/nC1/4Ar7vc/rpp/P2t7/92RrCNKYxjWeKwLcLH8EGgo6NQjqLmrMA\n6d6PWlVPtXhGKOaPvhb4NJ4diLE8e0J05G3QykWiRYPWetLNfYNCKZ+U204hGKwelyJaeVOnQgUB\nASCEyLhsB47CBjpOxbAwNmjWjsmNxuQgBNUEeVP0okhvN4Qhas78avV+ATd08LXBJBPoUgmytReV\nDYsJhipFXJ1qeM5VLqKkeX6JGsMi5bbjhyWCRsHbYg0LIyVcnYmdslSoEgiYBqajMaCUQSsndk15\nMdks6VlgqPNYBKZ2rA7BUQpmft4jokJpHb+PzxwJwgQ2ADsIkNt+iNz5U9Tp5xG0dWHne7wdV7uo\nyLBQiaRdROdz0N5B2N3MsJBozsTnp1IKrVy0CoD4It1IiNYuoUidkEOzuAitXHwT4mpTeU9tn5MU\ngqFqvcqNDIsQRxnUuCV07fcKQL/0KsxtP0JdemWUAdvOQc/Jxsq5WuFXDIspBnDv2gaLV0zqNS0b\nFrXjqoeD8Tzotd4Zues21ClnwfGrMD/6Os4HPza1PkV41lShLr30Um644YbYsZtvvplTTz2Vz33u\nc5x88sncfPPNAOzdu5f777+fT3/609xwww189atfregBf+UrX+E973kPN954IwcPHmTt2rXP1hCm\nMY1pPFMEAbgeeNHiruyxmDMfuvcftWakkIdiftIMzdN4HsIYRKloN9AuSrRyqjvTXmJSmVcjoB0/\nttMIEJoSji4dRoK80KoUIXUeC1VOJlWcQl1hQKgcJGZYuFWPhdJIboo7lPf/GrnjJ7Fjxi/goHF1\nkiCdqDdSjCGUyTwWhRjVqxaO44EyzVWedNmwKJBy21CUrIdmvCEiBqMURoo449pylIuiGNVZH7si\nCFoZnJqFkb2H0c4wjdlkoTQyLAo17bsELxBdTAltEL9isgXmVJEkdIHREeSO/0U2PI7+4D+h3/pn\nhLMXoFUYe14ACcdFq7D6bZ45pyI1G5hC7H2t9FsglMbz0xoWRRTJOo+Fo1xEqNP8UkohDZItauUQ\nGh9Hh3WGRdngsd8lt/JNskZSvWER+16cdi4EPnLP7RW52cAUSDjZhh4LlW1FxhkWsvZBzO03YX7+\nI8ydP0N2bLHHd2xGLZ7ckxCKTOG5OxgHCAOb9fy+X6Je9irUBZfB9k3IYbIAnrXXatWqVRVvRBmP\nPPIIF198MQCXXHIJDz/8MAAPP/wwF1xwAa7rMnv2bObOncuWLVsYGBigUCiwYsUKAC666CIeeuih\nZ2sI05jGNJ4pAh9c19I0Ah/JjaIyLag585HufUevnULBBo5Oy9oeexCJFvPxRXhY3pl2HQwamWCH\n39JzfBI6i0jVKAilYGkTh0GFMspE146nQkUeiyl4GiQ0kcei3lhytCLkMLTr8/lqtuIIJiyiROPo\nJGEjwyIMrdzsBLuadhe/sWHhKicyLBpTlKqGRZGk04ZSpSh4e7xhEVGhKOKqeFtKOdZjQWOPRWio\n23GNGZyqcR4LX6iLLQlMbfua8AXisZAo87aqmYdHAqUShI7YJHe3/RD9tr9ALbBUHCspG6LGteNo\na1iUlaFUlzUsRITAFAkn9Fg0MiwctCoBiXEeiyBa4E9dblbh4psAZ5xHx9GpGsPCjknhRt6LkPFL\n6Np5CaC0Rl/zTmjvIJi/uEKFGm9YVJIHjvNYyL7dmK//OwwP2Jwhe3dgbvwI4peQTetQK1fXD2Yc\nghAgRE+YLtJBJICZc5CnHrG/oYuW2YR/846DfbsmbacWz2mMxdDQEDNmWM5Xe3s7Q0PW5TQwMMDx\nx1ctsa6uLvr7+3Fdl87Oqk5xZ2cn/f39z26npzGNaRw+Yh4LH8bGbPB2FMR31FCMaFCFfJxrPo3n\nP6JdbRnnsZDyAlJHWuu50aYUJIMC7ePqFG60KEg4LqEp4mqbeXsqQdcmCO2CGmKUBdsnhfEaLOIb\nIQwIVKKJxwJrdOTGJq8HID9mk4rVQPwSGgetUwRpv65PYRSzMFHwdpweFIejPWhGhUJV7mMYUaHg\noPVYjLtnGEtzM1LCdeJt2fsSqcU1okIhKGVQTECFapT/ooHHIozRvlxCRyHGoPTvt+siDEMcMQhm\nkp3rqSJJqHxoaUW9/h2ouQsrZ5pRbxQOWgmBCfEcF+YuQAUBRgIE0zTGwj6zZh4LH0VinMfCUqGa\nys02sCy0cghMgDuu316Nx0Iig0Whove5mcciPvfVqjU4q9YQ3rsPRylCUyShM7FyNscH1otfs9Eg\nP/ku6hWvRb/81ZVj4aEDVm1qz3ZYPrlUeyCTU6EUDobQGha/uhV16tmVd1stXIzs22Vzc0wRz5u3\n6WjJTU5jGtN4HiLwwfHsYr9Mhcq0QEub/ffRQiEf/3saxw4iSdIylxni1AKtFOIlJ9zhF0CpEo5O\nxmgMgRStx0KrOinURgjDgISy7dZRoaiJsZgMxqpLSYMxuVrZzM9TpUIVcnbnMlZ9Aa2ciArl1RsW\nZvLdw8DU05PK8LQLOmwsAwvjqFDtQNEaFnUeizLNrVDnsbCLteYeC2nosaiZFzTehQ7F5goZP9bq\nItUhdI8w8/kxgiAIcSJa39EwLOxivoj++H+iz7k4di4U67GoMyyUIjQOpTCisF3xWtQr31ChQDWi\nQhmBsAlVr0yFgmRDj4VIfZ6VcqbuRnWFJsBxxnsskgSmUFEd00pH8R0Oji4h47wy4z0WtQiMRDEW\nBbwmVCjaO6DPKjOJX0LWPYq68LJYPeqiVyDf+6r1KCQnifGCKNt5fcxLLQQXkQB18pm2jdo2FyyB\nfTsnbacWz6nHor29ncHBQWbMmMHAwADt7e2A9UT09fVVyvX19dHV1VXnoejr64t5MGqxfv161q9f\nX/n/NddcQ2tr6+9oJNMoI5FITN/nZwnH0r0eDAJaOzsYSSbJJjxKfgnVNYvknPkMjY7Q0tJyVDYX\n8mFIEcg6Cuco3ptj6V4fqwjSaYzKobQhk2mhtbWVZDKNl3BpbW0lnRplJJkiIwa3ybMQpXBdIZNq\nxcunSaZdWtOtdqdceUgiSWsygcpkG15fRkm7eNouppOp+LP3XAeVzJB2NN4kc6LoeZYapELaWttJ\nea24jkc6kyRFK0ZZw2Iq83/ULxEMD8b6MqQMrnbxvAySFdKOE+tTUbu4SprOXblCdQkAACAASURB\nVNdzEAmZ0dbZsP3scAtKGZKeR2pcHUZpMuk0ra2tiA5pb5kNvT7iuKQ8l0RNeaMsFUrpkNaWGbH+\nJLwkjhtCCNKwr9Zj0dY2g5RrzwUmgUhIa2srjgbH9equM0qTcN3Y8VBKzGjrIuW1orVH4Dq0ZrOo\nxO/eu/lcfkNKnoenhFQmgesceT8Sbgalh2nraCCLqhwcLbRkW+vaETSJdJLWlurx0WJPdFn9sxdA\n8Glr7aQ1HT/naBfXDdE6BapQvVYJyUQaN+GTUIx7d11SqXRdO56bwHE0CReSier5MelA+gKyLSm0\nqs4lrVxcJ8B1srG6konq96oO2qEl66FGHdLJlli50AiBEVrPvZiRH32dlmSCYOdmCscto3VuXIKX\nl1yB39EJrjvp9wdAJngelXvpeCgltL/yGnjlNbFz/vGrKDz1cMNrv//971f+vXr1alavttSs59Sw\nOOuss7jrrru4+uqrufvuuzn77LMrxz/3uc9x1VVX0d/fz8GDB1mxwka/p9NptmzZwooVK7j33nu5\n4oorGtZdO8gyRkaOcrr0adShtbV1+j4/SzhW7rVEO8SjYzmMdhkbGkQG+2H2PPxiERyHkd4eVCp9\nxG2ZEUunHOvtRXXOOeL6yjhW7vWxDBkdxaAIQ59SwWdkZITQN+RljJGREfxSkdD1yPV2o5o8i1Ag\nMHlMkETjMTTShxO04YcFHJ1AXI+RgT5UA/nUWuQLRTzX7iiO5UYY0TXtiSFwHPJDgxQmmRNmbIxA\n2jAmIDdWwHcUiGZkdBhXt+CHMuX5H46OQG6M4b5eq6oDlAo5EI0Sl5IL+eF4n/LFEk66+W9fMu3g\n6ASjo429JmExAGUo5nL44+owAqVSiZGREYr+GAQJxBQpeUnye3dRrCkvIyMYpfCDHH7BxO6nCSEI\nbHBoSFDXV79YRKmQ3Gge3ym3bTBiyyqRSj9qUQoMSkzsuB8WKOR8fD0CojGOZmR4CJVsTAU7mngu\nvyGjuQIOhtGxEcSoI+5HaFyCIN+wnoIfYIxPIV9iRI2fMw5Dw4OkazKeDxftJnK+OFJXX2gEPyxQ\nyoeMBOPaEgcxeYxxCUK/cm0YljCBkC8USTrxsYoJGc3lGBmJG9FiFLlSDoxP6FfnTKlgKPpjDA8P\noZRTOa5wQIoEQTZWfxgY8oWxhvelWPIpFYZxdbJhOaVg2EnA4uUMf+XTSF8PatWaxs9qhaVATfb9\nASj6ftPnUYYxiiCsf4cApK0Ts39P3bnW1lauueaauvLwLBoWn/3sZ9m4cSPDw8O85z3v4ZprruHq\nq6/mM5/5DHfeeWdFbhZg4cKFnHfeeVx//fU4jsM73/nOym7Ku971Lr7whS9QKpU4/fTTOe20056t\nIUxjGtN4JggC8KJPTaQKJblRdKbFHisHrB0Fw6JCgSpOU6GOOUTB21JD14hx6ZXCuAlkbKxO7aUM\nm/PABnuWqVBGDKGU8JwSxktNKYA7MKbisRjPmdYKxE0gpVLTflQQhvhKI7Hg7RoqlJFqtt3J5n9Z\nmWV40MYmAcaU7O6pShImHKRUjPUpEHBVc4U0fwJFKChLhBrLRxoHwzi5WacdoUiYytpkXbWIpITD\nBqpQ9r5EAbJh/bORIGhAhbIsbiPG0luCevrJ+PwdRsJobnnREYfQObIEhccKwtDgRlSo8WpNzwSO\nSmBoHGMUmMZUKAARh5KJPyu/TFdsEGNhA7sLOKpZ8LaP1AVv2xgLEanMk+o1zeVmQwkaqkKFUqyj\nkFkaVgmR8VQod0IqlKKIo5INyznKfg8Sr3878tu7UdlW1PkvbVjX4WCi51GGwqmT1a6gvQNGh5Ew\ntMHcU8CzZli8//3vb3j8wx/+cMPjr3nNa3jNa15Td3zZsmWVPBjTmMY0jgGU4yvABt3mxqpys1A1\nLLpmH3FTUixAIoEU8pMv+qbx/EJFknS8YVGOsQDxEpBrvktnUKCqwdthjdqMq31MMgmlyWMjwrDW\nsBgfY6EIvampQtkYi7KiTHxM5YVExbCYLMNtPgftnTA0UDEswjAyLHSKIKHrxma1/JtXGYSFpoHb\nAJ7jWVnNBgv3uNxskaTbihAQJJLI/t3xwiL22Zoinm4UvG0D2E0pXxdcHwZBXR6L8nVGApR2MPn6\nAPhwnCpUOUi9XLdWLsZz7HNMZ+qu/31CYMxRjbFwVAojjd+j0EhkSDc2LPwwGFe+GPu7Fkaaiwvo\nikxxpokqVH2MhVKqoRS5Vi6BCdBqfB6LVLQ50cCw0CWg0ZxsvEAPTHnTI9WwnKOVlYZduBT1uqUN\n63gmCAxNn0cF4lZEMsZDOY6NhRwehI6uKbX5vAnensaxBwl85AWw2zONI0QYSc0Cas2LMPf90hoX\nFY9FC4zWuqvNM89DUYgWX9PB28ceTNVjoVSDPBaRx2KiBFLWsKj1WBRsQiqdxtUljJucUi4LP2hu\nWFi52amrQoWUF7I6NiZX24WTZFqsStpkKORs3peRmsR/xkcr1waZJuqT7QVG1SkjxcY5icfCK3ss\nCvU69uPzWLg6ZYN6kxoO7kVqA77FYFQTjwU1HguvfgzGhIho1LjdZ1WW7XUdwgZUrkBULHg7nsPC\n7tKGqeTRVaV7niIIBVdJlH/hyOVmHZ1EJvVY1LcjOATGH1e+gKfT+OOCtyVSM7Lt1S+KtXJAlRBp\nJDfrNJSbdZp6LBzrsVBxOd6q1zM+Hq0cNCWkzrCYOHi77E1tVM7T9jkdbUz0PMpQKlKFaoYZXTA4\ndQXW5zTGYhrHFqTnIOYH/4VyPavgsvEJaGlDX/9R1FHYbZ7G7yn8wFKgAHXh5chtP7TKPmXDoqUV\nGRuFYhH51peQR+6DGZ2oi16OuvzVFSlI8UuwdSOyZztq3iLUKWfWt1XIw4xpw+KYhAgm+oGLeyzs\nolYBxvUmVFGyeTAij4WyiwIrOdtKKeyxBsEUqFChMTjabprUU6EUkmmDgd7JxxSGyLhd0PJupVIK\nR0GQbcWZRBlKjIFiETV7HjI0WPHGSeijdauVxfSA0XGGhciEhsVkHgvXcdHKNFTiMqjKuxlGakta\nJREd2B3Ovh6YNTcqbI3GRtKhWrlIWRUqk7Zt1cQ8GPHrFnCV6yREu479fowfG1iJ4QihibetlIuk\nkkjPAdTyE5veg98HhGGICzF1siOBpSY19lgERmLyyrUQHIJxqmzW29VOKOMMSgHPaZzDAmrVxBIx\nGo/Niu01kZstq1bV12UkiDKTV/vt6CShKWLEr3uHbe6Veo9FYJp4ckRQlA2L+nKOVgS/g7yu4QTP\nowyFUyerHcOMThjsAyZPyAfThsU0DgOyY7NN0nKJDZjXr34L5gdfQ7ZunDYsptEcoQ9O5LFIJtE3\nfAp5+omKW1VlW2FsGPnlTcjoMPqTX4dD+zFf+SRq6UpYeTIignztc8jendZImbOgqWGh5iyYNiyO\nQZS9n8Y0pkI5WlnDYhK5WRkXYxFEmXsD41HKJquxChMgMDKhx0JmzUUee3zyMQUhRsm4RUl1t9LV\nijDTahNGTlRRIQ/JpP2BH6pKzhoToLVnF0CeqpPADcwkhoWpT1hXC89xUSpsmB1cUNaLFAVSOyqB\noxKIKcGsedBzsGpYiEGUVMrVwhoIkccinYpoYTMr50MTgjQ2LIwEKMfFNMgFEtZ5LOKUGq0cwlQC\nDh1oOv5jBbLuMSjkbIbksRFo70Sdc3HF8AuM4Cip7OYfKRydgLA5FYpmBow4+HUeiyIpt41CMBQ7\nbgQ87U9sWKjRyGMRVih01kBwoxig+DWWCtW4rjBKejc+lkcrF9/kDyPGovH3xcZYVA2L8eUqkrNH\nGYGRWNxaQygXGmS9r5xu70QG+6dML35BUaHksQee6y4c2xjsQy1ZgT7nYvQ5F6Nmz0fNnAND00kK\npzEB/Cg5XgTVORN9/kurSamipECydSP6opejMlnUkuNRq9Yge3fYMts2Iru2of/+0+i3vBc5uLdx\nW9Mei2MWRgQdLVLLix8Vo0KBuF7DRW6lDhQQz2NRzl0QmgT+zE4k0omfCIER3ImoULPmwt6dk9YT\nGoM7jl6haowlVyvCdOvk2bcLOUhloK0jlsvCiI/Wnh2rK/VUKFETxlj4Yb5pDguARJQtuVESvzIV\nKozyYCil0DqJqCKks3H6lDFoJ8RRyTpZW62cCq1GyoZFbTsSMH5nuHydkQDtuZh8vo6WG6BwajwW\n4zOMa+ViEq41gI5hSBhivvAxzMP3wraNMDKE3PET5JZvVcoEoU0WGB4lj4WlvTWnQkmTDN+WChWM\nK18g5bTV5bEwIiSciQwLS6Ez4toEbxIiURJAhcYYaeixaJSlXSsn2tAwDTKGJymFY3VUKKXqqVBq\nEiqUKDsHG5WriDkcZZQ9SBNR4KbmsZj6Ou8FZViY/74xzvucxuFhsN9OsFoc5oSbxgsQNTEWDZFt\ng9Fh2LEZlp1QPX7cMthjDQt5+knUaedYmc15C6B7f+P4nuK0YXGswoQGPS7AtE4VyvFgoK9hDI4E\nAUYEUXYx4ugkgRQrFJhQPIIZ7VPi1Jc56dCYCmVaO2wm7AniPSAKAq/bBa3+iLtaEWRa7fyfCPk8\npDOo9hnI0LgYC+3ZIFOn3rAIxXK3m47TNM5qXIanPZQySCPDQim01rE6HJUCiqh02u6elyGC0gGu\nrs8XYZ9xRIUaZ1hIEGAcaUqFsgpA2gblj3sWAQ08FqrWsHAQz0WOdY/FQC+0zcB5z4fQ1/0l+vXv\nQF32h9C9v1IkEIOryjvXR+6xcHUSVDMqFBNQb9wGhoWlQo1XhSp7LJoZvmUqlKAj4zSoJNe0not6\nj4WOjjeqyzTwWJTHWgpz9VQomnksGq8xrSenefD278qwCI1MSoFTym2uCgWRp7Sv+flxeGFRodo7\nYO8uWLTsue7JsYnBfli0PH6svRN2bXtu+jONYwO+D66Hl9tG6HVivA7Sgw+gpESu42LItiCP3Q/p\nLKqtmnBJLVyCued2KxKwaR36sj+0x1MZG5/R31NRxwGrUY4f2F3d3Tue9WFO48hgxDA/OYIJ8zHD\nQpUOken/FVrOxGRbbObsJx6C086JV3BwLyaRQijhKqsKVSgeQAq7I3WXBH5HO+zaNGE/ZM8OgtER\nHCda/I9tIluzCFiVbkdUFyxcYikoS46H2fMqO/FiDDz9BDIyjN/TTWLmsviiBAdvZC1Zv58LZiQI\nWxciv/15vA8iyP2/hg1roWs2sme7laNtm1EJ3hYRuxhyEtZj4Zg6VahAbMBqevA36KDeeAkm4LAD\nuI6HVmFDqpEBPOWjRzdV6nB1gsXJ/ei2JGacYeG4AU4zdZ+IFuLOIS4nXCoinktDjwWK5MBdrEov\nwmTbLEWstb06NjTt2ifbd7ulYolf77FwnWOfCtVzEGbOjR1SmWzs/ocRJU7ndx4Vw8LTKRQlkkOP\nUmw7HVStZ6hKuUqOPIlb3Fc5N9MdZV7pIRJjHqE7A4VUqFChKSLGkB28G2UKJI3wmrnbSIY53MJe\ndDiKl98BymGs49LonSqy3NnJAaUxEuIVdkdiACAIJ6lHyPZWDZmrWkeZHyTI9iYotJ2JWzyIW9xH\nongAI60kVYl0Lv6+J0yAGnoQNxgh23sbAG6YQ6kSafKVY6Aqkr6p4ccotJ4Wuy++AcF697Ry0aUD\nNdfCi9tdAjMft7CP5OiTgCLffi7Gm1F3/51SLzocxU8vmfRZVT1IE8dYgB/1R5GfcR7Gjd4lCUh1\n5cg/Mu2xaAh1/EnIlg3PdTeOWchgH2qc3Jjq6EKmqVDTmAhhAK5LZuh+ErnNAGT7f0FL389BQlRL\nK+zYjDrxlPh1C5fAvl2Y974etm6oJAUCYN5CODCODlUoQDJpd0v378Y8fF9sR1k2PYWMDiPbnkbW\nPoj09cQul3WPIgf2IkEwoSqV7NmB1PDcY+dKRWTXVqRYRPbuRAbqd3kkCJCdW5C+HiuPW3fex9x+\nE/LIfZj/+izhpz+MPPUoElS5yWIM5ub/QQo5zD0/x/zgv5DxuQOeJ5AgwPzyFsyt38HcfhPmwbvr\ny+RGCX97Ny9qP4CpoR1o5aBLB2jp/zUplbO7k2/8Y8z3voqM252XvTuQTIs1LCIqlJQOocc24Ook\nRhKE7VlkAo+FpZX8E6HSFSebk9uMOBnEyeAEg5zXssnSLC67Grn125iPvg+2rK/W8dA9mG98AZ54\niGDHFlwdl0p1MDi5zWiT46qZGwgXr4Dtm+IeuK0bkVu/A0tPgPyYNTDSWWs0R3PPfPLvMEpQXtJK\n6zqm7p4EAo6Glt7bEJ2ujEOcDK7fQzi2bcLgba00CsEv5uveCYOijR68gXsreQYcneLMlm0kukw8\nlkUMWgcNjRirSGMNosSsIuRrqFClIsZzabQH6oghOfwwL27ZaA2L4fg7GaKYk+gjOfokTjCEHtsU\n2/3WykEcgUK+7r4dS5DebtSscclA01k7byKExsoOJ0YePyqLPlc7CA6Znh+jwzh1rbxDrnDJDN6L\nklJlzhlx0ZIjPfRbUqNPkRp+rKLappSLCUfJDtyBOBkClSZnNAkJSY6uIz30EDocJTX8KK7fU1GF\nWuHuQkuIkYDEyKOV8YkIZ6q7EKc67/OSokgKr7iX5NhGMgN3oSQgUdqPS56UGiVR3B9/T3SCIlEs\nkJMBpfGCIaDITHrxCrsQJ0MitxnP78eIT+uhH6LGUbtsEHUJL1KFUsX9gEKcDEpCru5aS2CE5OiT\nuKVuEvmtJPLbG97/xNhGUsOPTOlZBVJVymoG6/EJcUsHSOQ24eV3Vc45fj+tyfXQM3UD/IXlsVhx\nkt0ZfelVz3VPjk0M9lsPRS3ap6lQ05gEgfVYqHAMHUYKP8ZHlIsSH1l1Gvr9H4HjT45dppIp1LXv\nRq04Edm3G5XJVs/NX4Ts3RkP4N641u7cLV2JWnkycsf/wlMPo95xvd3d/dLHoViwAaUdXdBzEOef\n/6NyubntR5aGMdgHmVZIpdB//QlUsroYMT/7AXLHT2xSrWUrUSeegnrJK6vKVff+Ern125DJRnQs\nQX/gY6jjqrrkctM3kIfuARTkx1CvfCP65a+ujmPHFuRXtyBLTkAtWIRaeoJVYzvrAtSr3mTL9HYj\nP/0+8sAd0DkbtWgZ5mufw7nhk0f2rH4HkEfuRR64AzVvkV3A7duJeAnUGedVy9z8P4S+T9ozUdKz\nOBVKcEiogFBc1EmnweLlyK9uRV35+mpDe3Zg0icjkfKQ9VLkCcXF8boIjYffkqnj1IvvoyLVMnns\nfuiYiXnze3F33QWAUY71rAHJ0XUkDz1gNfLPOA/njPMwt34beeJh1AnR/N30FOryq9EvuQoznMe7\n57FxHgtFqFMUWs8kpfeQz7RaFaUDe2DBYtvm7T9GveK16EuvBCA8dBDSkcdieAAZHoS9O5Dr3ooT\n9EceC6mLdwtKPq1uiCiHXOclsXPJkccJ+n6Km2jusQCbLbmUSJApFmJJ/AyKhM4T+mMV48TVSRJO\nPyrpQm/cY6GdxoaFVg5lk8poiUvvloo210RDKpQiUEladIFDmdaYWhZYj0XWKRIk5lNoO4MwtxlX\nz6q53qpKVRRvZs+f8D48b9HAY0Emblj4BjxlPVzOUcjw4zoKkQSB+KhwDNy2yrnAmIgK5aDEJ992\nDmHS9q9/570cZDGnmG6U+CiTq1AVXZ3EhKMYnSbXcTHDhYAHhod47ZxDKCmhpESh9XycYAhVoSYZ\nfEngECVANEWcyHPoUSDAI9dxSaVv927Yz5r2LMsyKVuHyZGb8WL04D24UsDBB6+z8r4D6KHfMJaY\nDaZAruNie92hH9vcKoT4qcXkOi7GKfWgTRExPgqxv20198x6cqoeC5GQXMeFiNOCDoZo7XucwAja\njFFsWY1b7Lb3tgF0OIaSydXtgIoKl5rApCwbHYX0ChIle7/LUMa3sr+D/UixGPs9bFrflHr2ewJ1\n+rlwYC/mt3c+11055iAS/WjVxVh02An3TPMOTOP3DnLogA0kLCOwwds6zKHDMZAQEESn7EcrmUKd\ndHplcVcLfckVqIVL0edcHDuuVp2GrHu02maxiPn2l9FveQ+qvQN97bvR77geWf+43QnuOQDJJPrj\nX0V/9PPov/wIjI4gIzVKJAf2QDKFeu116Hd/EFJp5MmHq230diO/uBn9d59G//W/oM97CfKLW+JB\nvDu3oF53Hfqad6L//O9RL74cefQ3sXsj99+B/vBncf7ta+h//BLyy5ut4lq5zLaNqDMvwHnvDeir\n34K+9Er0G//Y0m7K2L8Llp6AOv089Ps/inr9O6yx8XwMRN20DnXhZeh3fxDnvTegXvrK+LPr70Ue\nuhfe+CekHBPTjLcBuiGhzpAP11X40fr8lyKb18WakT07MKk0Uhe8nY+S5SUIEspKwG57GnP3zzE/\n+jrmI39e8RbI/b9GXXolgQhOpKEf1gSAivII9AiFsErvUKeeHZ8nm9ejTlhtr9UO3ngJSxSh0hSM\nz6geJDSglq9CNluvhxzYC9s3xbLu6osuRy1cgkqlQTnIU4/A8lUItm5HJwlSLuzbVQlul2KBcHCA\ntqxGnKpRXumnzuCb/IRUKLCGRdDSWhfAbZQmQSGqw8ZOeDqJq4uohBv3WBjB0X7jRGc1yxCjTDx4\newLDwkHjOy20OAXrsRgn/xugyDgFu1Ous/hhfKxOmVd+mBr9zzv0dlfVt8pIZ2PPKzRC2gkJEfTR\nMCyUQsTDRyqbRZW2JEThoJRCGR90jXAHDr7YRTfGR4e5Sg4U+76OQpQZ3crNWvqaEt8u1JWHcTLo\ncKzyThVNOjIsAsSUKuNLU6BIPJu91jZ4u1JHOIZxMiiVwKGIxkep+DWuSlIyVS+qKA8nMhlcQKLx\nifZwMEjkqVCmXqFNxMb5lFWoJFJIMzpDq1MgDO39NDqLcbJo01hhSpucvbdTQDneZbxoQqw+Zd/D\nUDmI9mJ1l+89c+bDwal5xV9YhkU6g37ju5F7bn+uu3LsITcGjmt/2GqgUhn7tk5BwnEaxz4kN4b5\n8r8S3vgPmF/chPnqp+KLKr+E+dgHkG98vko1Cmzwtg5zKJOLfiBcRHkwxV2XOqw6FXZvq1Cd5PH7\nYdHymB69mjXXKuns3Yns2AJLTkC1d9gfPK1hyQrYucVePzYCgY/+m0+gL7wMteR41PkvQx6q0nbk\nrttQF16G6uhCzV2IOvN81ElrkO1PV8vs2opavBx1+rmo5SeiVp8ZMwhk3aOoNS9CtVnerOroQl30\nCuTR+6tltj0Ny1fFx7viJNi/p6LXL/t2o05Yjb723ahkEuW6qDMvQBrQjCZDjGI1jpolB/YgNUGg\nDa/3Sw0pXZXzNQttALXyFGTTU9Xz6x9DrT4dMi2kdEBIjccCl1AMvpNib/G71QDD2fNi3HgRsYH+\naReFi1baLlSkqgplJEFoSqizzsd89VOw8Qkkev5se9oGG2/diDrlLMtJj1ShwpqfSVEePeoQI6Ua\nhcFFy20swM4tSH+PDSKebz0PoQHPiVOhNJam013czXZ10MpQnnoWsvZB28btP0ZdckVsZ1CdeQH6\nqmvtf9rakUfuQ52wukJxsGMtwfGrLW0KYPsmgplzaUuUME59ZmnjZAjCiYO3wSr5lLItdWpNAniq\nEOXKsIsru0AsoRJOPRWqicfCqdnXNQD5miDsUhFp5rFAEThpsrqAaeuoC8oP0WR0EeNkME6mLoeG\no222YTWjsyFl8ViBHDpg1Rlrkc7G7n9ghJQTYhqGwR8+HA1GPHyRBovfGtpNZAzUXIkv5cVqCR2O\nEUjVYxEEucpC3QCuLuHqhF3oRkaKcbJ2x768yy5ZK/pgfEJTqrytaV2gRHzeK6zcrNEZnGAIUKAT\nKJ3AUUW08lFOfI1TVoVS5c0B5VbacAkrhpCoRJTd3BoU4z0KobHnXJ1CozGYSOYV0B6BOIgpos2Y\nNYadTJ3RVhlHmIt5FSbCVCSGlVJoFAaNKC/Wd+stCixLYN+uCWqp4oVFhQJYthJ2b0fC0KYqn8bU\n0L0POmY2Pld2JWfqd8Wm8XuGbU8jfYdQL7kKdm5BikVY+yDq1LPt+UMHoW2GpSI9dDfqitchQWAX\nvmbQ/iAYH3Qi2hmZ2sdxPFQiCSeuQdY+iLrgZch9v0JH+VVi5U49ywbBAmppPLmPWnoCsmMz6pSz\nrLdi7sLYro464zzk+1+18RStrcjGJ9DXvjvewLITYcsGuORKu7ju64b5i6rnl6+EQ/uR/h5U5yxk\n45Oosy6I92PlyZgffR2w8Qhsexr1xj+Jl/E8OH4Vsva3qAteBvt3w+rT42UufBnmSx9HrnwdSjuI\nCa2Bt2UjhAHqvJeACdGvfmvlGvP9/7TUrhUn2aRk2zehP/V1lI525/73u8j6x+2u/NgIHNiD/tt/\nRbVXg+zlv29ENj6BWnWa7cdlr0ItsfdaDu6LLbQBe39yY3Yedc22hsWpZ2MEUjpkSKTGY6EwCKVo\nZ0+IfvC65sBAb2VuMdgPSiGuoFU5kDhJYEpWHUhZwyIwBfR1fxm7b+ZnP8D8941W9vj41ah0hsAM\no6MEeTGPhfYAH1OTzEtpjbrsVZib/sfe54tfEc8f0NBjYTOMG4xVgjn5TPjG5zHf/QqyeR36QxNQ\n2to7YOOTqNe+DSOPopWLq1IEpog65ULMw/fhnHUhsnk94bxFtDmFJoZFFt8UyU4QYwEg4uBns/Uy\nsGg8Coxh8KLn5emEXZx5Gqmh4pgwxNMlvIYei+r9DVFQqGmnWMC4mkZLFY0i0BladB/SOgPZGDcs\nAqVJ6SLG6cA42YZysxzjHgvxfTi4N/7NAUgkwJgKzS8QIo/F0dlNdrUC8fAJSNTQdSqCAtF8V1KK\nGRYK1xoWpoQqeyzKCS11itCMVcobEVzHnqv1WIjOoExVpakkSfudMAVE/IrhlFY5SiodM6R0lHlb\nnCyO31N5L7RO4VBEUW9YuDrFmN9D0mmNBqFworvoYqrjUx6OCKb8m1azVKfxlwAAIABJREFU6y8i\nhAJhlFNHo+wWSU1w96hJVTbfjJNBO5mJqVA0UEUcByOCmiTrdvm+WI+FtoZSrdESjUMtXIjs3o68\n6CLLQpgALyzDQgSVzlp+9YHdSMdMy4N2XCvT53o2OHm8y6gRzecZlBGRajtlfe1G7qnxdTUoI2FQ\n+fE/knqmOja56zbUORfHy5fLdc22u0XjP24TQDY8gbn1W6Adm/gpkbKLxUQy+n/SLnTKx3Jj4JdQ\nK06y0qWua59bOouaGU/OJ8bYH4pyGc+z3pZxhqQYA2JA6eqCcvwzMyaSSqz5HI8vM4VnIWEAY6Oo\nGtWSSefQ+HZyY7ZMOmP72+jZiSCFHCTTtsyRzuXxfTi0H7XY5jLhnIuRLRswP/xatUDPfquQc/5L\nMTf+A+Gubah0Bnr3033jLlpfnSS45bMEF4Ckwf/8Z9Af+Dgohbn/DuQH/4l6w7sr1CcxIeb/vtcu\nalasxvmzD1Wa0he8xAYDGwPDg3Dqi+rGp654HeYf3w++j77+o7HzatmJmFu+hVz2h8jOLai5CzHf\n/CLqkitg/iLMjf8AZ16A3P1zzFXXQO9BqwBUW/+ylZhf3GTv+8P3wvzFNmHXr26F9k702ReiXv4a\nzBf/Bf2Bf4Qt61Fv+hNk3WPIjs3oV15r6zywBxnos9rzS1fa79C4seirrsV88Z8JH/kN7N6GevHl\nhDf+A85ffNj2ZdFyaO9A7vwZEoaWGtV9AP1nH7KB5Lf/2L5HkWEhJrQG2ce+DLu2IGOjNj/I3p0V\n9TfZvR31uuvAcdGZDOY3dyCPP4C6xHL/ZcsGZPsm9J/dgPQehNERzL//I/rvPwOjw5gbP4r6wzfF\n3h+lNeqSKzGf+wjqitfbRfIb3k1oDGnHSsaWFw1O9PNZUhqvILzujv8HL/5Xa2i1d0L/IcuN37sD\nFi5BUaoYFlZuNiBAk1CONSykWD9HLrnCUkmCADVvIVBOKBaijWLpf+wgnPk3OH/zCcJ1Gzn569tw\nz9eY9d9EnXgq5q6foa5+K2x4AnXcEjjlTMIPvBXEkH7Ja3Ez7bEfdrdQYv6X1qHCjcw2RUbO+x7q\njW9DnXEBMtiP/ptPoFrbkNFhzH9+Bv2qNyIP3m2NWhHU7AWw8hTMj77Bij0b2XX9NZGcbhF17iXI\nT7+HefBu5N7bMa//EOfe/kUGeg8g6tfRgO1f5uLLCVbaYNKJIOIQpNP2HSzfO6UwSpGQPAFCeQ83\nqR18hMKvH4MaESpjBE83VqByABUIL74pR+HaTlShpp1SCXF1Q364oyBQCRSCbs3Y36DoOhFBlCJN\nHlEZwMUXQ6rWwFMuhD7yxIOoNS+qHXC8ocl+N4/GeuGZnt+5GeYswPzbh2JUMHXWhZDO2DgLbwah\nsYbF0fBYmB9/ndaFJyOei4+PDPUQfuw68G1MwRvmnI5eExkWxq94IADaBwuc/9/foUd8UuceT+Lc\nNAFiqYsqSepL38K84RQQwYTCqn27OeHHTzIAtF65FJkfUaFy3Sz/7zvZ/CoIxWP2Np/sl/8OIyXm\nvjQLL4KMKmD+6x4Yq1LfrwsM+868HPOmK3GCIfzEPAC0TpLJ9XLO17bjyW5C9dPKNWukSIhh89vO\nI/zaX0J/L8s6S/Se7zJz60bkTWfZR6I90jc/QuoMD2lPUPrI/4cU7aJcgGtmn0torMfCQVj5wwHC\nvjdX2vEXpHCuKdOzshidRYc5wk/9fUV2HUCtOhX9igT5xw8SfrJ6fSMI8B+lgJ2k4EQw//FvyMa1\ndeVevPhsdl2mCNGITpD/1q2EW+3veqEtQ3BVK7J1I7JrJ3L3z+3a6kf31tVTxgvKsJj3hOXkjl30\nKgZ3bKH9qadombsk9hKHm7bQfc6Lqjt2hTxtd/2KljmLqx+tMODAquNRLdWApexv7qYt21lTl3Bw\nwRxkzrxKmcy9v6ajbU6US8N+KA45PuGasyplEg/fT5ebpeIdVoqefD/B+ZdUyrjrHmeWr2Nl+nP9\nFC+olnF2bWN2X83Oj1IM5gfJn39R9VBvD3N37a1azUoxMtLL6EUvqZSR/BjzntqIOu1SS3l6ospr\nHlo4n+ToGCOLT6DUc3DqzM3BAebnDLz8LdEHU6DBt7gKgZao9pwBStEfwAxycPc2pCYQNPPLnzJj\n9uLYs8AIB5YuhC4bvJfc8BSdRbGGRfWO0D2zDbPIBtp6e3czs2cwKlM1PHpndeAvPA4AvWsbc/pG\nYucHTZ78mVUpTDXYz7xtu2L3eTg/yFjNs5CNTzJvtIRy7Ec4f2gvAy+9PBZ3MPP+35DonGPHg8If\nHWDkokuqdRQLdNxzF+kuO+fEBBw4ZTUqWd0lzN53F20t0aJVAUpz8OSTENfO9+TTG+jMB9F5RX9S\nUTypqtbkDvQz56TzK/NAAf2tXeRNaHfJuw+w4IJXokZ8ePuHQITRpx4kp1z8wEH2FZGndxCeuhJC\nB9n0NF2bt9C38gTYvc0amnu20zF7CanhEUypyP6hAfQH/wn58icq7/DI3Nk4nQvIXP5m29fX/Cls\naCIj+uYP2r8H8jBQy8tPwSvfDhu3QtdSBlNtjP7ih7R1zSfnJTFbN+Bd9UbmFIG162i77kOM9PXj\nBAGF1laK7W3MGSrgvPY9sPZJyMyGP7gOnlhH99ancVpmoE84lcKVr2fuzCU4T2+Ft/017NrPwJZ1\nFPftINt9CKdUIvOOv4Mde2DNxXaePBGPHxiZOxsn0ULmrf/HPn4R9isH2byuck8AuOKPbGC5Uhza\nvpWuK96C0zMMyU541bvIb1/PQD5njb29O+l6+bWk93aD0wZtbQSvegfdm9ehFi23376lq2lrrX7D\nOP8qTFCiO5ofqU0b6HrD+5DRAFIz7Z83f5Du9WuZnWxHvekDlFqyjA0OkRgdQxyHMOGROuV8kotO\nts/uur+FXfuZD5ycOIO1RiL5Q9AiXOK/ljA8QPtYghWHdtK1dTtjs2binf8KhtavpX0oR+HQIQrH\nLQPlVz0WKsXCcCnLZCEHUBjxCE2RmVu24eVsnpMwmWBw4QK6vBngwUiqnVGqnoaMnyAxOgYjW6wh\ntn8/KhSy/SNIuAOyrdYwuqiH+Ze8FmUMwxs2MLz8RNSJa3A3b+JtZ1yI8asc+OyQIanbmPX6P6aw\nYwNtuzcz84l1cFr0Lu/Yy6FVGYJDB2DjWuS0c1DbN9O2bz+iNC2nXwrA3vt+iTecw81ZHvqcYBbz\nN22z810E3vxB3qR8DvT1MfOV78LJthMmk/QevxzZ8DjywJ34Kw3OJMsAweG4xauZL5nKvDy0aiWC\nIhEIS4tX0J2xkuNJBb4I4cEB8Kv1ukHA33YsYbfeXVe/g3Bd7o8Y2fd5uv0O5l/yanhiHWOzuhgs\nFaOk2/V9nB3M4dSeM8k7HbjZBAz00rl9J8kR+7v3iUtWo8eAHQpYT9F5MbURSK528UpF6DlYoW2m\nBgbp3LUn9nPUe8Jy/EzV45MYGaVrm13oKWBg0ULynZEHzxjmPrUeVVPB2KyZDC+oeYeAORueRvt2\n17fUkqVvRVwCv3PHLpLDlhJmHIfuk1fFjIvWg920dPeACN0nnYH/61vQn/hP26M92zA//qZlEOTG\noG0GgWDjl4D6SLbDg+zaTiozC2Y7BCKogz14XpqZr/lTiru3cO2WJ9kengEVydaqKZMd9RntaGPW\nqtmU9uZx86exRA/j6iSe7+Jt30ty/5uYN7yOecDS4kzCZadFvy1DSJkKNdBHdkc3bym9jwe8rbT3\nhLinriEzBgv7LUUyQw51aJC577yh8jy2bt3E/IM7mbPxEGFyKZIuJ+JMc/XgWYxk+5h51R9R/j0f\nnTObh7mPld+8n84BYO9O5lz7PtRNX2Zxfwft3VWqlygPZ18/5825GBWehMp9nrlvej8A+W3recmO\nnTwtaeuxMAVm9DjMufod6HSWUilP7y1f5qTRPCpZRHTaxn6Eo7B1I3Pf+JcoL0E4Okjvz7+Dvvx4\nTLei9aSzaTnl3Amf19jTj6G7N9o+bt9k4wu7aqhzm9fRcevN7MHSB0W5sHeQWZe9AbdzNge+9i8E\nA0no7mbhW/7PlObIC8qwOHDaKSRGR2kNivDEvTizFtE/s4PicXaRKGHI/LVPojY+WaEZyC3fxpu3\nnL45XRRbsqA0czZuQt/9C+QPXmfLDA/gHupmYPVc8m1Z8H1mHehB3/RNgj/5K5tG3hjcg/sZmrOA\n0eNXg1+ia9MW9K9+QrD8hIqR4u7bw+iCJQyfugZKJWbs2Yv74CP4xy2uKMvoHVspzFpA/xlnQrFA\n2/4DuE9spLBgAWUKgrNpA8XMDPpOWwPFAtlDvbibtiPHn2C554Be9wh+oo2eU06GYoH0wCCpXX1I\nXw8qWoDrxx/EOC10n3S8jaeIkO3pxS0UcfMFvK65lPY3lkVrBL1nO0GpSM/55x/B07SY+eQ69K3f\nIjjlLJTnIYP9uH29DK1aQ25R1YMy64EH0NuexpTHtW8XY6kWhl98ifUkGcPMB+5H7zhUMSz0jq3k\nA8PAhRdZKVNH0/Hb36JHe6FsWOzeQYkEvSuPBxGy+/bhbt+KnH52ZZdWr30I32ul57xzYaCfzPat\neP3V3SUJQ9Q3Po9c814OLJ6Pq1w6Cznkp/8/eW8abdlx1Xn+IuLEOXd+U86jMqVMzROWJdkSxpZl\n7DKFMTQFxVBFQzNDAcu0cXUXi2IooKlaq1dRdrNw0d1FUxhjygweSsbY8iBLtubZSktKjTnny3ff\nne89Q0T0hzh3vpkp23zp9l7Ly5JuvHNOxNknYv/3/u+9P4J494/6MZsbqEKJM1dfgVEStbnJlq81\ncYP+KO/FffS/oC+9kbNXHCJrbbL9lePIh+/D3eaTQN2zT6HOnKKxtoWecLj1U2yniGjUcVv8ugRf\ne4r2yhbaW1eptgeoxx/D7dkz6i8h2y0S4di44ToAKqfPoFa2egrUjt2Ic2dg60FO3eDBSFTfpPjS\nEcgygpWtmM0e9LrYBKTS4Bxyw/ObXWPDl9fc3EDHMetXHGLpiSd8JZq1LbhBn8HyEoNalajVRqUp\n59aqJFu3e0P5GxCXZdBtUxmk6HSLp/R1u8g8CVoBg+Ulkj07MOfqFAYxKk3RWpNUK6gs4+TOLbi/\n+3PED/8MorZM6dwGot9HqBA9GPhxhRInNo8hbnsrYZISPHkfDHoE/YGfx2UHSSrlhQl2xfrmaL4b\nl11KUimz9WvPoxqnsPGAuFSkfviyqb9ZfuUY0ff/OOrEKU5dfw0IQdjpUq2fgROvwGU+WThY2To2\nnJxj5+NP+STiO78Hjr+E2rqTxt7d9Nd80QYXx+x88mnYWIct25Ab5+hcehWtK8elgNceegj1+EO4\nW+7k7DVXsvVrzxMMBujBAKsUwhqCQczZKy/HFMYe7LOdlODZv6Uqq6N1kDiqbpmmbVJOQlyaoPoD\ngsEAtbyG+/P/iP4ffpbs1MtwxZWIfozMaVOBDFmyq1TYQojDOZ/MrdKUM1ddgdUBO5/8KnowoLe2\nQlIuj4xSYx0SQyWNUIUSRgCtJjSaDFYDgiSBtOebkPW7iI117JZ9bFx6GcVnH0NUaojtu1APfYU9\nSrHhxvoZDYAo5POXnqS9cTdXcJD0hjF4Xzv6EkGckDU2fM+OYy/CoI/ux1gl2bxkH6X6Jgz6pNUi\nQWJRMmLJVOmtrtDct2d0rbue2+RtyYDelYb+rlvY+eRXfXnnnXtwjQ1SBOGFvTo4pwgrNepf+gS9\nrz7E1u/+cVRRYYVAW0dotxDigUWIo4uDJPP/y0UMYvbrIqcWVYVyUEpD2kAhLZGYHu17P0fpljsg\ni3GBZFGORcmVyEQGtoaWA6guE5w9w6kv/i2m1+H3t97Jb7/zVezu70Mly5RePoaemKqSCp3mDqrc\n2y+ff4b2M0/QePxeiCK2fMe7kdUiXDr+vtTTj9E9/gqbj93D0vW3I2UGObAQzQau2+HER94PYURx\n/2FK3/YmmAQWm35/OP7J/4LavpvtN799fk3OnOLMg58ltRm7bn8XfOZj8J3vHv9+7BXqRx6lUFsj\nWNlCurw6ioa7HXv9Pra8NsqzyJzPsTDOcfGaPheRuE+QDMAFpDiot5DLq5x9w610t6zQf/hLrLiV\nEXVpEhDp1JEUQoJSjThugyuzZAyBjKh1/Lhu7Sm61/0cp9oJL933J1yxbYndicYlDidCX541d5ou\nJ2WM1EQdh965jHB9okSBM1RMB3SAqK1w9qrL0b0e1VMnSJI+mdYIu4RV3rEYUiHtNDhZ22DjSsfK\n8hsobtSJuj1EcZkwqlJqW4TSrN92G+4jH6CWlJBJayp5WyQZuhOTBZ/ElSPOvsEb/S7pUjr6LJmV\nKBmhbB/SlI2bb4FCgW1PfRW6AypZhitGIHzBBdFpI4Rk/fbbQUpEt4P96Ach60JsSA/sHt1jkbRj\nw+PPv8At7WxcgGfXPs8OycUtrxKmA0/PEhJHiEsSmtddj9mzD/FfQ2zHQNynv7JMY7+3fS5UQ+1b\nKnkbwGiNikq4R+5DhgXc8kRDLqV81YRHxol57vmvEiytYVfXELVlRLWGKVeQTz7kjRLA3fNpgu27\nsbv3IHbuRew7iNm6HWWcPxQAnn/Ge4y27fRUgKiAWVkl2HsQhtVABn1Ur4fZtcdXyqnWsCtrBAeu\nwD375Pg5T53A1pYRYYSoLmHWtqIOHMY9Na60Ik+fxCwt+wNubRt2526C3QdwXxmHBdWLRzGlCqK6\nhNiyHbtzD2r7HtwX7hpf5+nHsGE4BSpG65ikqDRF1Za/ru6l4vQpnPzHUT1TqaC27/bebsA98AWC\n3fuxtaWpcS7QiFfH4Ee0mrhhAq0QCKWwxSLy9Lg3gtg8hytVEDpEVGuIUgVXLiMa40Q/efY0tlBE\nbNuJ2L4Lc+AQqlIbJ1AC6vmvYSpVhFSIta24vQcRcTLSH04dQ23bjSmXEatbsbUaqlTBPTqthyIq\n4lSACDRuZRUZleCVo+MxX30MVShjowixYze2UEQ+cv/49698Hrn3IG7nXsSV1yPf9A6ckMh8XdzG\nOmowwB6+BnHVjdiDhwh2X4J77IHxmnTauImkUicVcnUr7lMfxXXbiM06dqLdqdMaGUaQxAQrq6Sn\n8xr8KdiB1wHTbiBy+pq45BCusYFMUozWGJN64FQoeb61lJhQe71LU+z2Xd8wqAB87sfSCiYMkd2O\nP4jjPmLDGxpi4xxWa+Ra/l7y+6o0Rab+GcWO3ciffd8oIdtJiYv7uLg/NU6++Z8gdIiTChcP/Pee\npqgk9d/Yeap2GK1H40wewTKh9sY9YM0839VoTdjt+fH5da1SyGIZ98IRXL/nE4CLJeyQxicERgeo\nE8dwJ1711atqK7gJCqGIIpwA7vsMrr6OtAY7kW8B4ApFVJbihMQGAdJagjgZr12+b9iZKmDWOZAx\n4YTpo3BoQoSNKCQKcIh4QBAnyNoq4p//FGrXPtSVNyCuvQkhklFPhQBJ0VWIXAXtrE/edjHCWJyS\nns4TKHSv73Ut39PARyyktFSSnKK55PPIXLNBb0X5cYP+KPlb1NcxWo/ePYUSrKwRtOqsSEXoxh2n\ndWwh0hibEIcg45mqOrl+u03P+3cvPQ9xHzmhA0YKSGLSaoRKDFJIaiyRzrTZNsYgsgxXWh7NV6bZ\nKK8gRaAvBixQqOUtiH/5i6gP/h1m+w7kI1/GIgisIaSItl7HInzEwiXpdBfw9TPUZDjV+Xq0Hg7S\npJevTYRbWcbd+hZEq+mrQikxTpydkJCAfjBAuiLa9WHLNlRYwP3LX0D+9Hsxh64lpI9VZYzWFFwF\nPcFLVyJA5+97+C3JzQ3soauRv/NHyF/733BRweczDdfi1RdRLzyLue4m5K/8Jm7PPsQrE+fKqeNY\nHPK3/w/k//If4M53IRrTneLF334IYw3yf3oP7o1vRSKmCiS4QQ+ZZfD270W+7V0YJZH3fnaqyIJo\nbuIOXIY9dKU/myerNS6t+E7uxdKoJ0jmxETy9jdZwXHggYVwigSHa3RHOVemtkKh36LiKnM0KIAw\ntSShRoQFTxNympL1Xvxay+uuTf3zGeeI0sRTf0OJS3yys5VlXNPrSz9tEVAk6liCUhUbOVTiIOtR\nydoQRn6vxO+J5VCjkgFpuQRUsHm1tECWSbubxBUB+X+z+X4QiAgdlim0El9QIYwAR60fQZqMKjs5\noSHOoNPFJslU8QVTLKKzcSEJZQwYiy0WcVIihYQwRPf6o2eyqohtDLw9MSxnXiojwwjbNbgkg9KF\nzz5jHWcLZVR34HViSDmflGIJnfoyvQbho0JpgiuXQQhEGGE6BuIY+xrzkr81gYW1sHMPslLzB8zk\n75UK8virnm8cxz5ZETE60AFsuYzavgdeyMNLTzyEqtSmxpgwJDh0Ne7xB/2Yr9yN2rpzpOSjZ9mx\nF5c3V3KP3U+wbZfvLju6jkatbYejvvKMO30cicNNcPWN1gRLa+PrnD6Ocg6ztmX6XrWVEb/OnTmJ\nSlPM6ur0vUoVX8oQcOunPdBZmjbSh9fTgwHSWlShPFcb/kIiN87OGRXfqNhQo/ZdOp77Vx9DLa1O\nvQsAVywiTnrQ4JxDdjvY5RmDqFJFrJ8ZHQKi1cBVazNjav7Ay0XU13ETSes2DAm27MA9fK8ff+JV\nn6w5sc6uVESWq54XDriXniPYf9nomZ2UuXei6+vVAzz/DDLQI311Unoj9YVcL5qbiDQDKUeGoKnW\nUAjPm8eDE6/z483BaY3IG825B+9B7dqPKfkIiNUatboV8rKeLkuRSYydqAzmlEQevga0xv7mv0Ke\nOYELgunf912GkxK1tkp6Lu8anDhEbndkcReZpt6Tl0csEAKnFDZNICyADsH6g3EMarO59/yNign1\nyGvp4gFiyFfePDc25ifuK5NsytCfFKs8cGDQXzjOKYkb9CEe+OtlGUafP3hsQj03zmiNyCvZmCxd\n+DcjYDFxXxEWcH/zZ9j3/QRkGVKHU3ugDUOCb3879rd/CXpd5I7dc04AGxURD38Z+1u/jDxwxdT7\nBnDlCqq26gFoDlbCbm9kGOv+wBvgM3uvA6SIiYhGNEZlHSEh0gyBBWQu89crlZFv+S6UsQTbdiPK\nVYSIR1Qo7TLKVCi6cg4sNNbECGtHc5oEYEODHnJgIQylJEDqyBtOjTqusUlvTRLEHlhw4mUARN3r\niVXKv9tCEZY9sKgJRcgksDC4MCC1MYMQ1Cyw0IH/Hpq5A+PEy7jBYATMjNbeKRFosihAxZ5yUmWJ\nJJg2Gl3sI61OV0fzVWnq+2bEfUxq0e7CiZigUNaOjAqzay8qNVghUDmVtGLzKJGz9JzAxRmk2bjp\nX264l928IeSBRSdfm8BbJZdejrQ2z4FkRI2blNBpekFMQIGQPuo73okNFGLXPsSeS8h0SOj6OFXC\naE3RlQkngEUgNeEQWGSJbwDb7eJW1ryzbW0btlpDTkaXv/Ykas8B7NbtiG27cAcOIzvtUVU0sX4a\nJ4SvPre6BfZcggwLMHTe9HuoMycxK6uIvQcQ17/eg4x77x5P7MiTiEIRd9kViGteh11eQe3cPwI4\nzjlkluEOXY3dvtM7ZJbHjWuFUlBZ8jz4UcQCQmUxLIr9fJ3S7yHjPsJJEhHiWj3Ekr9/Wq4RJgNK\nWQFcCmIGWCSWVCtEWMIlCVCg7EoEMqLSzks+J8M8GYiyFFGoIEOHjY0Hx6qMa3oqYzfZJKRE2LHo\nYg0TpqjEIkyXUtr1wCLfA20QEOkQlfRJSiWEq4yStwNKZN0mg4pAKG9/mVAj05SSKyB1Ad3qe2eu\nEIgwpNyVuCSZoEKFiDjDdtuYLIRoPPc0KhFkcV5aN0L1B95hmZ/1CIErVxGdLlbm9p8IsN0AOZOX\nKSs1sm4FG6e4woWBRWodp6MyotPz5+pMg2MACkXCtI8CjJBYAlwSY4v+OWQYYtsGNxhMOQ0vJN9y\nwAIpsVKi7ngXolwbe+tyMYUCweGrcfd/AV44grzk0MjIGY3RAcGBy3GPP4hr1OHsSRRyGnxojdq1\nH/fQPbijz3jQUCxPGdRGa4KVrb4jcLuF+8zfobbsmAcf5ar3MsYD3Cf+Enn5tSNO/HCMDIvw4nO4\nVgP70T8lOHQNdhIxhxolAzj2Eq7VwN39CdTl106P0dpvOu0m7sQruPs+S3DF9ZgFDZSM1p4OACil\nYeMsrr6O3Vj3denr53wyamMD16jjmpu4YWOn+jpupmztNypGa4Ktu3DPfdVv7i8+h1LhnMFnS2Wk\nVLjH74f1U4hCCVeqTI1xxbL3fj/6ZW9EDwZzkQ+7tIzs93z35LMnEYMBrlKdXsOohHviQZwxuPs/\nT3DZVdhwbFg4qZDVJdwD9/j/8PJR1PY942cWHsiqK6/3XOhTx+DxB3ByIhlbSk8DffxBP++jRwgu\nv25ad8LQ6/Jj93uaUbeTe8wnDMlicVSm0T38JdTS6khHTahRxTLu2ad9MuQD9yB27JsyJK1SSBUg\nf/Tnkb/0b1E//LO4CX2xUnlAlCaoLWsMGxHYxOH6/p/Tfhc5iH1H4Usug2adLDegbZb3uRACERaw\nuWEVpCl2uCn/I4jV2tMHwHfPbtR9ZZXGxpTHK0hThHNjIy+cBwROSYgHuGTCGJx4L3YYsUhiPw91\n4XmM5jsxzmjt3yngsvnKWsPvc/a+UofI3/8T5L/6DeRP/c+59356Lwlu+nbf6+Nn34eUas5L5cIQ\n9au/h/yNP0ReesU88AgCgtu/E1soTD2LtA6VZf65FgAy4xxCDnLvvjeWg9xwVTYkSrzuZ9YSJAnC\nWGSWIWAECIRIUMNmbXZA1dXQaArWU6GEM/558+9o+Gw21H7PTlNwDmNBCkMxVYgwQi6t+PVu1Gmv\nKILEeKPXGAhDXKPudUgI3wQwKkCpjDAZIk3QbjxfFRucDjA2Jg0FMunPvTuVpLCZ66AxuMQ7cWSW\nYXWAyVJEVMRECpVTjqpUSdR0pRgx6EOksLI0vnaaeoNmaRXVzQhz2yh6AAAgAElEQVRHXPjziSJw\nbvSebRSh9lyCFA5hvW6UrJ9fiGFggMyAUv47cA7RbOTj5qtCBQaS1Fe/0bHCCes9s4WSbwKoBIvM\nYe00A+l1v2j76GtfP9I5AOFSJBlORB5UIwizSWARoPM8B3bvxz37NCJNcBMOObe0jBg6dwD3wtdQ\n1ZWxE6hQRKxsGZXclhvr8/tjdWncy+a5rxLsPzR1HthSEXn0mTz3EtwTDyCDcAr8Brv344YR92bd\nOwRqy/45GvV5g3F5FaTyBT8A4xhHLL7ZnlODPirpI50ikSG23cPl98+QdAplih2DMDFOhlN/qlNL\nohVSl7FpiiOi7MooEVJo5wyQHFhYB2GaQqmC0AaXmnxNS9iWB3L9tEFoi4SdjKi4QhbFyNQhsi6l\nrAthcepc7YdFZBKTlEtgizjpnYJSFLHdFoOKROZ0veG3UrIFZBgStPuIMNcvrQm6Aw+OhuVxrS85\nlXWbGFNATACLLCoi02HEokDQjxHhdDRZlGuYTgvEhNO4o5AzNois1rCd0EcsLmJHGes4E3lqE+un\n5/uQARR8xELiPOz25aogp6mKMMS0M3B27Ci4iHxL5VgMxYQafeOtyBdfmY9Y6BB15Q24D/4uLssI\n/+kPTR3OwzHBrv24v/4/cXd/HPWW75ozDkyoico1xE23Yz/0x4g33IG0biaqoVFR0VM8fuPnYPcl\nqEBPj9HalzYrVbDv+RewugX59h/ATQAiG2ofWrvkMuy/+Rk4dDVq604Gk0AnpyRw5fXYf/2TUF0i\nuOkO4skDXgisClBvegfm3/9rkAr1M78+N38AqwNcfl1lDBw4jP39X6MtBc46xgnZzrsehpuZc8gr\nvm3Ky//NiNGaqLYMz38V+4s/AFffiLQWO+MBdkqh3vpPsR/4LcAh//kvks16TJVC3f427Ad+03ub\n3/nDUwcAeKNKLq9h3/tj3uP7o780fZDoAOkcbN+F/V9/Crpd1C/81tQ6WyWRy1twn/oQ5uF7odMi\nuOnNM6BAE1x5A9mH/hjnQH3//4hTM3PSGrnvUswv+27M0Q/+9Lx+7T6A+5Pf85UcDl/t12YyYlGp\nIuvnML/7q9BqoGQwZUgrByiJ/e1fgY2zqJ//jalvxknpaUyA2HsA2Wpj1yc8fMr/7uIYuW3c9daH\ntf1BkfXayEYdikVEueo9scYbiiZLRsnnIipgsxikxARqYdRLZm2KjXvpbpkvPXshMVpjc+PHpTEu\n7sK+S3HNuj/Ywd9XKRBiyns8KyPgoKOF45ySuGTgKTP5vS8o+X1n3y1NTysz6TywGIHD2YiFtYiV\nLbC6FZxDnNrATVCwTOgjumKH5+mPaEMT4pREKoVY3opsvzoFTIa/a6lG1x1FfIIAcMjMLIzQWAdS\nDAiJGNgUpwK08boV2JAwBxbGegNEWuOjQUEwojC9dekJgsxXFZKmS4UKPboUM8frysdZSk/gJqYz\nGY1yUnpagjGjiEUUS2QYIaorcO4sdNu0lirsT7JxZ+OhnuSGgs0SZFQAIcgqK5huC10dv4cgNtgo\nILMDshDUTA8QozWFtOWBzL5L4egRyFKcMdgwp3BlvgOuCRVB7Nej7CqcU2aqcr8Y9BGhGtErJule\nLK8StE8S2pQLQYuyTAltSqrGhm5hdRuVUy1c3kysOAQWNiXLDUNU4JPP18/49QCKZgEVygqy1HvW\nw1jhpNc5USjhjj7DvmsvoyHC+b9zmlRaBhjKLpn7zgoMSEVpZLx1RYfiRHBGy4BVm/fM2LYL98VP\nIa+61dOfcrG1ZaQxnuq7dQe8cITg9neNveBKoXbsxn3i/8HddDs06tjLxn/vlPQU2i99GvvuH8Y9\n/Qhq7+Hpvb5cQa3uIDt6BLdtJzz5CNx4x5QTQa3tgFc8Q4JjL/lrKoUBRLMOlx2eXpyVNV/EIdfR\nzAkiaYgB9RrKlJ5PnHMw6FJrPcWS2kMqNbZdR+ZgLLPQK5bJuk2kSWZ6WECYGAahQoTlPGIRUqVI\nMjhJmIMFG/vns84RpRmisISMwOZ6jtCYjt/z+lmLKFOo2DMnsshHk8k6FE1vigoF0A1L3sAvFhA2\n8nYboCliux36FYkc5kzk+1o5CxG6gOh0EIWqr50RBZhOy/dtcvn+N/DPZzotrNmFiIIR6WxQKFNO\nY4wxFAcnyHoDH4UfrquUqMoSpttCunH2gmm7EcV2KLJaw3TAJSmidOFS0Zl1xNIhSxVf+XB5UcSi\nQJAOCFwFKwQMrKcv59+Np0L5Em8mjef/foF8SwKLIXdOWDNloIOPRujaKuo//SUAQbOFOTfdPMeE\nmjAsoD7wVwDoXg9z7MTMdTQqy5Df8yPwPT+CTBLs8y9MJTJ5RJyhfveD+YNZ5FPPYCcM1RG/+rc+\nMPpv8tiJ0SYPuVfEWoL3/M7Iy6GOPDcNCITABAHhT74XE3mFVs+/OGfUmFCj73w3fI83VoOXX6W/\nyPDJveppqUjU7qDe+3sAVKtV2u32/PgJUevnPM3sH0G88StQ7/8IzlpUkmBfeHm+TKqSyC07kH/4\nF+BAHTsxZxBZJZG1FT8GgTx+EjOjH04q5E23I7/znaACVKvrP8ahCIENAvQv/Dpm0IMoQp2pTxt4\nUiEA+W//ENpNEBLV6JDMRLz0FdeTvv8jfs0GMe6ll6cnrwLU9/847gd/AkyG6vQxvbH302hNWF1G\n/vr/7utOL68hXjo2DQzCCPXdP4SUFrG8ijx2ZgQ8bBAgjUX+2h9ApwnFEtJIrJjUPW+IjaZvzDTV\nSil/MCcJrlb1+RLS4BLrm1OVS5hui6B+zvO+AVldJs0PRJfGnr6D3+Bs7p03Wi8EFio5S6Hz1NcN\nLBCCrN+BSg2bxLheG3H51bjnj0xHGXPPdtTuoOKEtDi/sTslsckAmUTILJsfJ4RvKpfEWOcuDizw\nzoNZh4NtNRDl6uKIRTgPLBACJ4UHekqN39XsnpSMqVXSmrmors3fKfj3bWciFk4qVJqSFoujZ7dC\nkBYL+d+lmHDeULTWIcSAkNDXv6dIYB0Wi7YhOp+msZnXB2P9ffI9CGvYFa3TccY3dcq6KBSnxSmq\nmeRgtEnPOpwcG1az62S0RiYpmXXowBAlIHSErC2RPf0wVJfoFwzhwPoOXqUy4pLDuAe+ODY2h/Q9\nwFaWSLstNGNPoYwNWah88z4tkEnsvfpDIDakZDU2ENfchHvpeUSgsekAV1Cje4iwQBYawthXcau4\nEsdVOg0s4gEyFLic8jFJ92JplbDzKtrFFwEWGdq6MRUq1KhCiWpYx1HEYimYkAxPPyM3DFlZw37m\nY1BdQr7l+zGDPgUzr+uBhSzpIQCdCBAmj65F0KizVuqQiHlHlCagKyw9HCVjRnlZQymJAZkcr0aH\nDiUDQxinpKKcfzti+y7cY/cj3/x90xG4IEAevsY7VpIYVrd4WtgwYqEkolyDQGN//vuRh66dpsZK\nhXQgbnkzrZ//AZ93c9NbSKe+5YDg8mvp//EfgJSo2+7ETjiRTKiJaiu4+z6LefoRT0X6kffglPSF\nPFqbo71zKGJ5FdfYxP3Nf8V84i8xu95MqHfQwyG/mRyLNAHrEIMuW4MBCSGm04Oc6muso12s0O9t\noJLZ5nigU0O7HCB0CZtToQQG3T9F0O5hihEuySMTDgpphiovIbvghtElIbCdGFsqEictSt0EU4lI\nVUwWCnSSIbIuhXRAogtTOtEOS1STGCElTgWkBZ+Ur5yfR6tanuo5Y0JNNXY+utDuIGreOeZChdn0\nxrZLLBTApRaKIbbXwWR6ClikUQmXxhgUhfgU/UGMDfWokqZVEllaIeu2caXXje5v2yli1zSzQlbL\n2FYfm6aI4vw+OimZdWhpEJUK7sXn4PBVc2OEVBgVolPfftT1M8TE/ixCjd3w34lb4MRaJN+SwMKM\ngIXz9JIJsVqj2uMyrYu8kkYH480ZfPLl3JjpA3rRdezwOnnpRpVm3qs32ZApNwInDbZZ421o5Ms0\nxUSen7zwfvmhMgIWMxSN0XOn6bAN1cIky6FkyYC0WiLCzT/TBURaO2esfKMyeVAKKQnO5w2VCmEs\nIvBzEcbOG0RKIeNkVGrYe/dnaB5KIhGjKklis42Npj9uowMCobB59S11/Mw0JUVJpLUIHXrPMaDW\nN+dochcz8FygkNb45D0dEmy2p64xAtCXjKtjSTN9nWGoXmzfhopjjK6P9S/nxwcVXyAAQBw/iY0m\ncijydR0/5/S6urzfhk0TbKWKqlQRxdhzsF2K3LKMOXca8+yTE8BiiSxvkmWTBBlG3jMXFvLDCNIs\nmfOkAwjTxdY34ZK5ny4qWb/tqYgmxbabcMllmEfv931QhmOyxOtEtwXrJzDfdvPcdZxSHjSkMXGv\nDedOzo2zie+nkKQDjLt49C7NkrxRmBejNbbT8BS6BV4kq3zEwM58306qEbCQC76BYc7BUBZGLCaj\nVNYuBuhpiq34eWVSkCY9MhshsgyTDMioMis+ODZAESBMAoHPsWjSoNiwY2CRxCRJnzAs+ohFqD0I\nPvUKAwtKRQjTI4gHdEVGmzZr2RLLvR6ykeH2jL+rLAhIuq3RHNJ0AEeeYO1kQhidQ8cOGUbI6jK8\nfBS272IQrhP1HRRDr7P7L8V+7pNkQ0Cexogw8kZFZYnGiecJ9t3M0FkukwwTKjIbY4Oc3pilIw+m\n0Rp76lVPhTpwCB5dQWQZaX8DUQjzeySIMCILfZ4OWUba3iRlei+ScQ8VihGX3GhNmDsf3PIKpa4j\nsOfvmg4QxQaRJVPUHJVlVGsa00rpFztE1gOLsNsh7PmZij2XIH/2ff45XjpGfbBOZJeZzQgKLAzS\nPhoIEnDCeINdStQf/y3hI+8lZB7Aa6dJRUYHKPb6yE4bM5HMWpR9jBj/e0u0WM4qI2BRaq7TT/K9\nq7qE+k8fRj53dGrPt0qhd1+CfP9fesefyXDPvjD6Jqz035F83x9AlqI2GuOiHIyjhPIHf5LqT72H\ndruNeuGlKTaB0Zrg4OXI9/6etwOWVnEvHZv6XRXKyN98P8PS5/LUht9nhEC0m1MNKwGvl4Ui8if+\nHJwje6pBafAFBo0UVf3GIxYMvO7YVLLW7dMsK2y3g1rxxm9mHZ1yifjUyxSf3YbdOb136DQj0UVk\nUARrse0WHd0jSCJEu0O6VqIwAhYOnRpksYYrKFw8NmpNt4fdskISd9hy/FVspUQquphIECYpImuh\nswFG16bOxE4QUbEWl2UkyQDRj0FHBFbgul365cpUPo/RmvIgoR1muH53VIHRRgFiGLHsx1ADGxtk\nJcI2Y0wr9d3nh8umC2AMlQ7IQRM1SKZotE4pipUavZeOUNpsj8rB2k6foDbTPbxWwhyv+4hP4WLA\nAgJpsJUS7tUXEDd/++JxYYRO8gIaceop08P7RRrb82tvFzixFsm3Xo4FOc0kjkeVQWZ/k+kMIDiP\n8T0UeT7wkWXjJMQFiaZOKe9BzL1/i+414ttP3s8uNgiGhujQ0Js98Ifgw//oFoKGOYP2PAmqAM0v\nfIzBVx/x9LF09rg4vywyVr5RGUZ9huu86F3AcIOf8KzbeSBk5SLv+zwNREyMkQs8tvPrPP3uh97i\nyf4pKs3mcmsm9XAxJWXaqJ/Vn9lr4FxuCE4Y/kqOrrEoGXlO9+aAiUTaC6xZ3jkZZzGlKqUrriPa\nX8TGBhenBPu3QbmCefZJosuu9s+Rh4QhN9L0kOsZ4XIjuvvlf6D36IIGPS8fpfFXR6e6nr5WMd02\nweo2bJpguk2CPQcw3dbUfDr3fZreo/fS+MxHqH/kj8jWT85fxxiwBpfE5x1n83k0v/RJ+o/ee9Fn\n69z391PjjM3AGF+1KVkQ/RMCE2qyuT1nrOOLvoEpj/ZQX2ZzKCYiFtLMg2+nFNK6UTQ4eeEIm5/+\nK3oP30P3/s/Q+tzfEn/tsblHtg6UzMhIkcYfYIF1tGly7i//iMKmn2fy9ENs/sNf4aQkiGOM1mSh\nxv7H3+Gqk7dydXInMuug0oS+6NERbbSRbP3CWQ789VHi48+P7pmdeoWNT/7ZeJ2//Gmyj/wJb3v4\nb/iOv3uSwokmUkeEK9vR23YTHbqOHeoSP3etKVzzeoK9lyILRcxgHGWTeZ6RveRK0mceRTz73PjV\nxBlZKH2nbPx7GibZgt+H1v/bHxMeuBx18Aqi625F6pD2Q5+j84DXeZcMkGFEFgrkIEU+/wz1u/6C\nbAYkFOI2RAHkXlg78T2rQoFrm4fQvfMnZOpul5seU3QeuXekB04phHXs75+h/hd/RUM0CXOKk/jM\ny1z/SJ4rMBjPSRrLOTYJs/l9P7ACk+TJz0mKE2keXfNG+f7PNjn4XG/+75wmFZamkwT3Po370qen\n9q+y6I8iFs45WjTRRlI6t0HQ67P3gx/k8AnfXLVwxueZCWOnWAxO+v1xWDlQZXYBvdD4So9hhJRi\nOidpIko4lEX7tEozX1Fyxx6kY+qbGuXFbN2B2LYLsWU75A0AEYKs10aVp4uMqGKF4MxpRLGEKJUx\nKmDXRz/FNR+uE7QvDCQvKPk7tYngkr8+RflYDEIhiuNO8y/v3IvZWGfw4Q+TPr05Xgpj2DMIOKy3\nIwgRYUjjnk/QeeYhr5PtNoPV0Dud8PuBTi2ytISI5Mhb7pzDdDpkW6sUXjlH4YHPs3TwBhKapAUg\nTRHxOVxnL1qHU2vdloGv6hT3ad791/Dol/169b09mIVuOmKhNYXE0Q7zNctpcjacaPjZz58rTpFa\n4col7PomcgJYpAiEDrn98yHZl48g+wPchAPUSklpxx7S9ibxp//b+P7tLqI2TR+USwVsp+edbMUL\nR7uNcyjpSA/uIdy6k2D3/sUDwwK39t5GrWuglyAn8kPkBACyi86aBfKtCSy0JhgMFnrNZw0plWbz\nZRG1RmZmGjTMAgIpvdGVey/OV0Fm8n7niw5YHUwZ+4uiA5MGwfm435P3ksaMOMWzc5s0LC5UsSYd\ndEji3jjy8hpl1jj9piRPxpfZBcAZQ2NowrN+HoNo8gCQ1s5R5Zz0tLOhLPLYTr4LmZn5JGMhvKdp\nMu8ky6NVo2sE8wb9HJddTQGhWVA1C269kTjdjdtKNQIGi5KRZ7+HeWAyE7Ew82tmshShI2xYovK6\nN6G3aYgzbDpArpURv/rvKPzcv6F2hQ8Bq1IN2xmGmQfIPCwrdTgyyJO4S5LMGxuuvo5pp0g7/9vF\nxHRa6KW10b3DQgWXpVOGu79vl7TXQWzfRdZbQPtLYk9dSeLzjnP5mKRxjji++LMmg+7UONdqIMtV\nVBCeNzy9cekBshmqlp2IMC36Bia//xGoWEArHF5DmHk66RBoD6+dDDqk/Y5fu7jn943cCJ/6O2tR\nIiMlQeSeMWUsg6SDS2LCzZ7PNTl3irTfwSlFMBhgtGZz7x5Mp8nL3SdZMTtRaQ+VZvTlgI7oooxC\ntTPEygqmPTZ20l6brDtuEZ3EPdT3/gvu/u73oHbtIdjoQBhSUJpt3/MTLF//RvaLAxBoRBixfO0b\niIoVVLmG7fhqcTaJkXn0QR/+NtqXXwETUXCRZKSRILMxIdp/c4OJBO5+D6cUW9/2gxRUyOoN344I\nC6SbpzFdX33PpglC58AiThHrZ7DtFpmdPvgLaQs362zIzxIdFom6GUF8fuMk6nRZaYdknc2ZSKZm\nb9LE9nrU7TkCV/De9EZKrW4gEFNzktawQZ1wQQEq6TzQtirwhovIk3hzPdMty3J7ASBBk8iMR9Ek\n3RN0haG/PE50LcvBOFLjEnq5HhQ3m+h2G9pNVL0DWqM3634ftmYuYjHpOPFn67SneXL/WxzhU/PA\nYjYXbs6JNOG8mWQ2MHHm5P2xbLeNKk9HAMOwiJioZmWM8fl+y2tEjYtVAbuA9PsQCFxsodNn63Hn\no9D5fmus4+W9+3j8x66hcNX1uIl7BYOYMEnZo7eA81S3tH6WrNtEJBm216W9wqhbtXUOnViC4jIU\n1ChaTauB0CG2EqI3O5zedYCjb9rJcf0ASehwSYKIzyLjMuu11Slq+TOiTF8XYdDHtBujamWq2SYt\nF7DOTAGL9s7tnNi/ystRXoY+j1gk+bYqggD6HnS4OEWGGlspYM/WEdEExdQ6RBhSqWdQ7yPihCyc\nPkfDtR1s3PZuXzgkF9vpIJem91dZk5hm0+fQ6Aub8EMq1JOvj6j96C9TWN62cFygQypxiVoPiGPE\nhI4PIy/DM+21yLcssNCDeKHXfMgrx57fizuuB/7aDfnzGbyTEYILgQ85ZWTOGwRf773OF4mYNooz\nb8yep2KNa25Cntwqk9cOLGaN029W7OzcF0Us5IKIxSxoWJAvMGvM20URiwWRoYuBxVHUApDp/DrP\nGfRm3nNMEEwfWLPvVEp/MObgViwCSpMRi4V0vZkI1sx8R7SY0aFn5nXTpMgwxOgywklEqHCDDJsm\nyEiAlMTVymi+QamCaXsjzeUGFIDU0Sg3Z1hpbE4adc957dbnf7uI2E6DqLqK2TyLrC4T9gfIytKo\nWhR4nXeNOrQ24eDhqUNgJIMeslj2e0hz8TiXxshSFc6eWjyPGXHNzelxjQ1kdRmlAmy82ANpwnAx\nKLAToGBRVDN3miyK2MEQXOe6u4AuOLzm6NqNOjTzynDNOq7p/33uus6Xw0xFisyT95V1ZJ28Kk+z\nSVIuwtlTft+RAj2IMaH2dLAso905RyIHqKSHzBwDmdCXA6RR2G6PaPteTGdc5YdGHfrdsV4162Q7\nd3PUaJJyAdtsYEKJHsQkpSIyTam6GoQBIv82dK/vS0Lm79gl44hFyWU0yyF0xsCCOCUNBcbGhIQ5\nsJgAl40NWNni8926Pd8LRYeYegfb7o7voSPSUCDi2BuR8QATTwO2YtLGhmNwOelsCEpl4l4dYc7v\n5FFpiurGmG5z6r+bULMt9mC52T2BcmWE7WM7PYJmF1nRM8DCUhfn0Nk8DUdZgUsGJOVSbrjkhqVU\nyGyA6/YIO/PgWTlNIgwtV8R12z7KObFHVtQAm1f9yWxMT8RI4410tVkHazHNOqpS9UDfmDmjfnJ/\nHK7HdKU1T2sdRcztfAR7NicJ62aAw6Ko8LTROclsmDr/O01EoeiLbEyILlWx7bGel7sN3/9gqUzQ\n/PqjuSPpt1BVjWu0wVrKp/rISgVpvP6m1hFI46uTrZSxE9ERlaak6YByWEXYwFcbam5gu21Ec4CM\nCvQL2ThiYS06cajSEhQDn5fmHPLcGQ9mQkmlYTldXKZeiEnokUT5mdFbxyYJg5lIjpWCJCxAv+fp\nrvneLlotknKEcxlSTL+btFqjG+bOlmF515yCJMsVRD+nFsYpUmuycoRb30BOAIfMOk99bjax7R6i\nH2OmgIX/57PF1dF7c2mKHfQRlekMKFkD06gjwhApLgwSM+tQ0pIqS1oqntcBLMOQZnYGnQH9eCpi\nIaKcGl6uLo6OL7reaxr1/zMxofYe+0U5AcMmUXmikLyQkZ5eHBCMQMP5wMekIX++e816NM6TdH7R\niMVsVOM885IXmRfk1SEadVxejvPrjVi81nyM1yKT9LUL9Ra4WMTCzniWzut9MjMRiwvQ0s73TucM\n+gWVx+ZyLBZELCZBznlpe8NnWUjtGh96C/OJwotQsiYoC+PfZ8BYmiK0xuoywgpEKCFOfWUbPa4c\nNPTKBYUyLvcq23iADCYiFjllgkbd1+WeEdfwBpCov/aGjQDOGlynRVhbAWsR1SXfK6G27LnuQ2ls\nwPGXISrC1p0jY3JKBn1fIjeMvIdrZpyz1pffrdTAmingcl5p1qcBTmMDWVtGBfo1b/YwQ2NaQKmc\nbKLmczDmv1M71F23OLdqVJZ0eO1GHeIBnDoG9XPQbCwGZC4htpJMpEgzBMMO28sjCtbSL3uuMvEA\nm6VIY7zO5msjuxmJTFFJgswgVhl9mUIWYvt9ilv3jSIL/tk2pv9/03cszizElRCsJQkd0hh/MGeG\nJbeMCSVSF5DWej2pLo/L/8YDRK6zJWvYrAS4zkTEKkmJI8jsAE0Bo+V0xGJzA5ZXR/kuAq/7WIdt\n+9wclwyQOiTVIONk+vknpJB1fd7dUCacDbpQxnTbSHP+VEuZpLhOB9NtT1E3jdYs51GnXvcMwkXI\ntIXpdBDWIarTYElZS0Ouo4yduo7/TeCShEGpnFMdc2qJkshBC9frEXTmdTxwmkRkxBRx7Xhu7pWJ\niEVmB/SDFGHzSm1n875L1qJKVWwS53mX0/v5ZEQXFuyRw7FDx8qC/W9yr5dp5vOeZgomTDIgFkbB\nJ+jGU+f/Zt07GGbO36BQmgIWa91NZKVKVo5QrW8cWIheA1ktjByv+swmslpBmnFZWyUtUgSIWgnb\nmtCBNMWkCZlWgPAJ0dZCtwebGbJS8xGHPJfCpF3f2yaMQIUI5ftyyHPrI2AhLbQKK0gRkglFpoQf\n14Ms7eOi6XKsQghSXYBuG9dtj/Zl0WoRl0McZgpYAAQyYpCH2oZl8odNYmWlDL3caRAnyDAkzfeN\n4dkGObAIgzyvpAtxQhYKbF5Oe7jPniitjd6b2NxAFksoOR3RFsU+IJA6RFyE8musQ0kfhZmluU+K\nCiM66bqPKA4GCC3H+hj6eahKDZe+Nhrdt1Ty9oP3drj59gpWa56sV1BJyMqCcaeTIp//dA9Ln+ur\nEdsPzxuGm1nEZz+XkrkmhysRB/fNj+mi+cy9lsQ22VsKue7W+TGx1Nz9gKBnmmyJNLfePP9K0kBz\nz8OOZuoPxO3BEtcfnqcw3POY5eyjTYoK7rx+MWi4/4WQV59qEkrLnVfOJ/4YrXnsWMSzR5oEwvHW\nS8eHUqOe8fB9Xa9vzsEb/gOoAPFAhHAOq5pI2cZepNZxwVV4y5tfW6OV1yIdF/KZLxkS22RfKeKa\nNyyYO4KPP1Wh/7Rfw0uiZQ5dN+/Nveu5Gs2v+TE7giWuu3w+YnH3K0ucfsGPWZI13rhvBliEmvtf\niEbr/LYF6/zURpmnnuvjxGBunYfP8nyzyP0f9/eRVvGmq+RNbKIAACAASURBVBSTM1vvKj73pMBK\nP+bWlSLVGUOxbiLu/lxC5nz/hWvXymyf+D2bWJdtkeaWW6bXLgsC7nvUsf6ov8eyrHHr/uk1efDc\nEs/+97zBlS1yxxunn+HFdonOjjexXyruObXC8e6vcBMf4JE9P0l2tsLyfV1uemOJ5zeL3P+JFjJ9\nE3b1ZsQnW7zBaCphRLdj+NzqD2NaAXy8ycHaTVzSeHhuXV3LG6GifgYOzP18fmk1oZjXzgfE0iq6\n30cM+xeAT8psNbzu797va4IfPTJ/rSGwSGLfYHF2XOxLDYrhoXcRYDG672T0YbOOqK0gggiXDHit\nX9PxpuYrT1icbCKs442XamZbLJ2Mi3zh7/13ft2WErPB80EmueuRAuljLQ5EK1w2m6cmJXcd38Lr\nduec/OH8Ns6OBy0AFsKmxEhebC7z7IvbuOLbElat5WudN3NN8QXK/TM0ajs4tvp9XP/V/8xzZwWI\nMlsmgIXqwKeOHiZziu2FLmxztDtLWCWQhSJBdZne8TH1aWSMNjZwa1uh14XaEpk9Q7cS8fSN7+Mq\n/Ryff3EH6csB0uzk8qUqy6Gjon3CqteT1dG1XBKjAl9Eo4zhXBkeWXkbZ/NvOdz/i+zQHyWzMVqs\neUrEBLBwjQ3E8hpG++pjwKh+/rOrb6f6ao+dsQcWiVZ8efXHKbqY1/PZUQnioURJD1MpTh30QxAf\nRlVeWn0z9z57DebFMdgqFCVvfEsFFfiyyq+UryJDcsDGoPxz9IXmydI/I739h0jrkg+1KtiXBQe2\n3Ea/sIVTe94ABsjnvCKXSLau8KETu7CvtHDAVTcU2b0vRFrBU1t+gj3m457WJ7xh+Vy9yKNPR1y+\n/WbOLd/MuY9PR01UeimDl/ZRMxEvr34H+xtPTv1eVQM6gyUe/EQTYwNS8+N8yBW5dWuDV85sYVvt\nIM9e+s+4rftZGlT5ymdj9hdWODhTPOUfXlxi/fl8/9MB3/766f3tK+vLPP9JDxxDV+KO26a/h+fq\nBR49kiDUSbCGt14yk4guBC/1SnzpE14vpYU3HgqYNInPpSF3fzbGuAThHNdvLbIVvN4vrfKZhyRd\nM14fmW3H3vLv4WP5vtE/SHPtMmSljutEfPmuFln2DVSHSq7k2q23cLJ6gI2VK9FplzeLu9E5FSoz\n3kPeP3EN/71ziBvtuVE9NJV3Y3/VVWieXUJtvQ2j1tnVeRDbShDVJeLwDORUKNdvkYWCk0dj1htX\ncPbQLk5/NuEW2WelVkOG0CntpLX8Lnr3C07aN7B118N0L7sSu+nQyVNz/bKkgNNbbuGpJ7dx5bbX\ns6d1lvu/2KET3wE7b0DYP0SI6fd75PGMrt3Ho9e+mxsjQwD0op08dNtP+4ILpwpcdjRm36DPIyvf\nS009TFG+whe638tNxqGUwJiMV7fcShJ26S/t4UzwOg5FH6biMhC+SenJXkSrtcKr22/n+Y81ECbg\nxu03smKmgYVyPc7sfRO90jauchcGFj6CZJFCjYr3LJL12lU8Eb8FfaSEzXZwS+k0VZeB0KPIiyrV\nSOP4NZ01/58FFo8//jh/+qd/irWWO+64g3e/+90X/Zv10xnGOKQQPLFZY7s1C4HFkY0iB3c5lveW\neORLGXcIORfaeXajwK5Vw66rl/jyZwy7CeYW84V6xErJcOnNNe77e8OBVDFbxfvVTU2kLDe+eZkH\n/mGTjX5AZeahTrcC0izl9jurWGP54qcM1yCmnmmjr9joKG57e5Uj99Z5ZVOzfc/0dTqZ4pVGxG3v\nqPDSQw1e2AjZd+n0mFgojmyUeMOdZU4fafHsRoFDw3usZ2zZrrn8mgLuxKvY//sPwRiK7/k9Spub\nNPbvo1wu0+3O86cn5cF/qNPqS0rzDb2/IXmhHrJathx8fb7OmWLWlG/1JcbC7W+vknRSHron49CM\nQdRPJZv9gG9/ZxVnLF/8e8PVM+tskBzrRHzHO8oIJfnSXYZ+KtETZ0U3U7zSCLntHRVefKjBC/WQ\nvTPrfLwdcfVhyfL+Cq8+1uC5jQKXTfzugCfqVa6/LqC6vchLD9Y50wqYfKWnW5KdyxkHbl6ifbrP\nE0/VuA2mPvxnNwrsXrPsvWGZxisdjr8cTgGLVl9iHNx2Z5X7P52x0VeUJ8pm1/sBmz3Dbd/pObxf\nusswyMQUwHm1HXHjDQHlrUWe+FydekcySeU8OSjTX7qK/ULwSqdIWZ/h2PLrsUjeuvsu7jrxA1gH\nx/pFLt/nONQ/xcbH/i+e+a7fZ5Mt7Ag09fWMFdvgsHqajYPfyclTN3LJybtxxvhOs8N1a3YR5RAa\n63xd0thALK+OE8WX1/w6Lq+NDf/Wpu9Y3GnByhpiZQ27CBQMeoiwgIjixeP6w98LUF3yDSln5jEl\nw/tOjmv4LqoyNrjuxmsGFifbmgM7HLuuq3L88U1OtQJmVJNnNkpcugfCSHD8WDQHLDY6kqI23HBT\nxCP3ZlN6Cx54HOsWOdCVLG3FP2ttGbodn/wYBAvBlMgjFs+d28XWpQHrp0uYJUGdQ7y6/w6u/NqH\n2Vw6yHr5Zq499lFOtiPOmRpvQeA2NxCVIi7bigXeeflRPnXkEMmxq8nSgEH1IVS5hirXMBO0JJc/\nm9vcQDQ3obrkyy9ax5nifjbk1byEoRwYbrwlovtynWdOVyiGFqkjrBRI67yerB/D5VE3IQUyy4iR\ndKuaU9UreeMbi+hSwH0fjWjJCkIIFBEmFLh+b/wOGz5iYbUvR2mlREQRNgh4ed872HGsy448kjcQ\nvh9J4jTndl6Pak4b31Haw0TTVceM1qg4QQrNS3v/Ce9Ye5X+664C5XX/8Qd6nD6ZeqO/1+XM8pWY\noMjB1lnciq8w9/JmSDFpcPORP+PZ6yS3H/4xzsYD7mu9C6NC3th/P+rJs8jf/8+A4It3GdL25Vy2\nlPy/7d13kJz1Yf/x91O3797u9V51KqfekCzRBDG4APbA4Ngh4WcTDO4Tp3hsTzJOJhlMSCbjuGQc\nD44BGwgGzODQsQ2iSEbtdJLuTqd20vW7vd3b3p7y++NOq4KoEisE39cM4zvfs7rv87nvfvf5Ps+3\n0LrMwVRa52B/jvomnWzOQdSzEJevB2vmAEizTydGEhqV2gwD8z6DoTi4+ApvcUleycxS2T/Es6Fu\nxg9sJFy9jObdL2Jb1uzmf8x2LKKJAGUhlboF0+ydfIR1U9fxWjhEwlIZXfoV0s5KkuohBu06yr0m\nR2ectJ2UlWHLjKZ0Lvu4F0mW2P5chImkSuDEHnocSzpZtVrDFXKy63cRoikF/0k/H07ozG+B5uVV\nHPjjKH1hFwtPq/s90z665ssEGz0M7YoyHtNOuS/SH3HRVGlRv7SMyOEEIyMOKgE7Ok0u1EgqJ7Hx\n6hPzLCr6Bwg//FPk//cNrIYmdj7az2D5empdTzGWnE+oUqWz6833QDiT6O+3sc//CQyPysaeO+lt\nvI6h2iUsNI/vlzE3FCpSi0/PM6k1FDsWcqGAlM8zkKkhnPbjLL8Ev3qEhvHNmMkEkr+MnDaOnZ29\neLWzMfKawqH9OUJ6PdFQC0F3gcNTFawOBJD0GNGyTnJShuaV/eSGYyRi84hX+PEmJqnLb3/dBnIK\nEuMV62m2DnO47RrcRx8lnbK4JPIwm4MXoyaXnHJ8Pmdx9FAeq2wh41WrmZYPUw3EtBYCiUMsk3Yw\nUXcZ4+PLacykGXasp0YL4/GOMFloZGK0QF2jjmJlmPDPJxqqw5AdVBVGmNGbqLVNFGafWPREvbiS\nKgdar2VFa4LkSJTDNZcyzzx1cQ/ZTHO4/lok26LrLToW5tx+PMUnFm/QsZh2txK0/simpkX88WCa\nKWcLfjuPjYakz80l9vohlznj6093QXYsLMvi7rvv5u///u8JhUJ8+9vfZvXq1TQ0NLzp6zwemWTc\nJJe1MW2J6dTrP8gLBZuhqMYqT5rwIHh1k6lxg+q6k8ZVWjZHplRW1aY42q9R684xOmLQ1HbSBY5t\nc3hcYXEwyf69Ttq8aY6OOOk8rdNweEym3Z2kf4+Ldl+awREHi+tOPebIqESbN01fjwsZC59mkkjY\nnLzC3OAIdPjT9O9x0uRKc3DMT/Wp7xGGRmxavWkG9uo06Sn2TPhoPGn9dICxEYNqd46h/SlqpDQ7\npjy0WzayLBGZMsllLfp6MviODVHp8OMZ66VgmOi5HH09GTTNoPAWw6JCeoFI3IW75k0Pe1ts2+bQ\nuMKSUIKBvQ5avWmOjriYd1qnJRqHoKNAX08GFwUsWyKbsXC65JOOsSh35Onfk0F5g5wTCRufZnKw\nN4OJTLkjTzRuUXXS3Lmjp+c87qPhpJxt22Y6pVAezdIXU2iW0+yY8NA2lzNALGpSsGQyk2mGJyBo\n5wnHnad0LKZmwGfn6evJUCGlyZsysahJWWhuBZiT6mlfj4OQlSWSPvUtH4nP/j3692To8M/Wv67a\nEz8/Mgrtvtl6BRByFJiJ2VTOLa1tmjbxnMrMaJZjY1Cm5YkkdE7e0idS8JBzeMhmLCwkGv2D9FZc\nRHnyIAFvHIdTZvsrKbIZjQYrjam6cUSHySQNpq0QlqUxM21QLs2QGppixjFGzNM0e7EdnynuOpvL\nWujxDHJ9JYmjYfq2pmho0amqmX3vHurPEps5MawhEFRonz/34ToTIesKza5vruoYvrmPw1D5ibvr\nMxEIVWJaYDqDOMvKXzf8Ij5jEt4zQ7vmxFJz5M9wXHIqiVtzYqkOCr4KNEmCxExxuV2jYNO7O1O8\no+ieHKHltOPsmWli1XV49ASxwymObE1RUaXS1Hbi1sXUeIFQpYqinHh/Tydkaj2z79VQIcdkxnFK\nxyKftxiOaaz2p0hlVCKp1z/9i8QlyrQ840cyFCyJXNbC4TzxPorE7Ln/hQBANEKhrQtpZBDb6cYu\nK0c/1INtGLOTH4F00iR2OIup1WPb0Fo2zR9HfIRtHcXOMlyzAV9siKSrDkvRma5bRSTnxFAkwpMG\nTNsEG+soGPX4PBmcRp55/gS7Y15k7wSHky4qPW4m1RoKGfPEDZ6ZCLR2zg01m93B+OihHDURnSl7\nAVo+wYTUzkJPnkODDpqVFJFckJiniYAzBIZCSDYwAyHsA7tnd7rWHUyP5hkeSjBfVjDNAJJlMjyQ\nJCs7CCSPkTDLUGUnsqWTcVQwNmpSf1KZrJomjo3ZdMkQKeigOgjXr8aWJKLh2aFgkquMTL6WqtQQ\nZYkhBhsvp2LiuVP+Vq5cloJ6omtoGDZHYzpaJM5kxok7P0G5McWWvmqS1twS2rLNkQM5psfzbMrM\nEPe3YCoOpMhosWNxeEymI7yFQJkHT2oEp54jNDGI0wrijh/EFYgh56Ps2RXHVjVCeoHx2AqCdRbh\nwynGTEjGTf64OcliefbiL+ZuZjyVo9We7VhMpxTWFPqYVJZSO76VsSNXEUvO7fQtxWlyZJEcCdzp\nMDFvMzMVC/BMx3FWzrY+fjXHUNJNsEJBcWTQXAWa/VG2TJXTmD/CsKMJLZ8g6m5kWJrPJZ4EI9N+\n8nkLfe4ubSxuUaYb7N+bwUaizZfmyIjO8pYTeSbzCtPDWRLD9mz7F3dw8sj+SErBn8yxe3uMWivN\n9oibeYaNqs5t3Jcwmckp1M+k6YvKhAo5pvKOYsfCNG0Gwxpr6ubacTPL9PH35cw0MX8L5U4Dl3vu\nPWhZ+BWDtANG9x5lLFJJa3QvPZWfwO15jmPGEla16+RzNtGwQcu8E23G4MEckfAbj9tvnezFcs2n\nLrKDQFClceQPHKi7nS5zy2xZLRsFk0KyjKqKQ0QctcWbIXY2x9GaS4lky2jwppmIacR9zURCneiR\nGUbLF5PMh8jGd9K/NUV6fIZoWSf5rMVUdvbJXiAzxgHqOORdQZnxPDFfMzHVQneZSP4RwmOXYDpc\nRHImitaIpbjYvS2FZcKKdR6kNEi2Rcf4swxV3sK+hutoaFZx7BrBWb2dVPTUZcFHjhVQVAkzvgJJ\nkonhpxpIUIMvtRN3IIsrMsyU1cXQuEmh0kFSqSbua0aXMwwdUec6FimijlpMdKoie6hgipGqeix7\nNuuMKTOadpJ2mfhzBaqMKcpzR+l3XUIud9IIENsinnaSclRiSTIz0QmGh7MYhk0mNTc8TQNfQGVm\n2iSesAhpEsmpMvqjFqsyJrtfSzF/iat47SOZJjG9ikD+ZRS9g7LEEBO+Jgb3J0lkJdZqElOhJfhd\n7lOHbL4JybbPdn/30hsYGODXv/413/3udwF47LHHAN7yqcUdP9lNVDIoM1WyZoZay8feqhT2Sbf7\nylIKvpTMkDOOoShUZRQ8spuh0Ikxnr6sTGVM44gzSl7VqMxCyPZxuOLE+DNXXqIp6uSgY4q07qIy\nV6CmEGSgMlO8payZMC/s5oBjkoTupiKXoSlfSV9Vulgm2bJZOOXlsGOCiO5GxmZ+SifqgtjxST02\nLJx0M6RPEXY48eUzzMtVcbA8Tf74daQNnVMuxrUoUw4VVz5LR66SoWCWjH6iCrSGnUSlBFNO0M0C\nLZkg4UCBhNOiY9LFfiVN3mWjxqeQMinkdJyZQDs1PohpHhRFxjTffChUWwYs2cFE8Cwmkc1xnpRz\nRndSmTNelzNAdVRDtnIcdoFimyxMuRn3m6ScJ8paHldx5w0G3NaZcwYCSYVgBvZ78lhIdKZl0rrK\ntN9405yPBbNk53JWTZgfdrPbFaWgariN7Ck5A9TO6BiFPOOuHHlZI5Qr0FAIcKDqRB3rnHQypMWJ\nOFR0q0BtxoGiaYyVzebqy8pUxDQGXVHSqhPNKLAsE2R/RRpDOTWXIy6bilyWxnwl/XP1T7JhQbFe\nubCBzrRMSleJzJ2vMy/RNKOzz53AkFUaMzYOnIyUz40HtmHxhBsLiyF3gcqcTFQboTHXxmjyEDPV\nCcpTi0joBm15F/u0CWxNxjy2H3fdUmpTFsPOGHVWPTPGOFOpMPhDrLDq6UvsxmqoB7cX2579kAyO\n78L0lyFbBpnK+WTSFhVVKqYBkbCB13+i85+Mm8ULbzs8QTaSxF9dRe7YAbJlDYQCTnJGDjsxg9q+\nkOzEBPZ0GIw8eT2AXV6Ne3gv0uKVxU7jTMRAT4Vx5RLYZoGM4sXZWIt8oAdp8Sos0yY+FsOfGEJy\nuMnnDVS7APUtKP7Z3lomZc12eucuFJRkFDsSRpMKyI0t4PZi7d9H2l1DUMuTjs1gNM4nGTfxBRSc\nLhnFslk05WXIl2XGfaKd6Jp00+eIkNJ1vPkCnbkgfdUnHrUHkyqeNAw5E5jIs/WlMs3Jq4Q2hHUy\nUppxp82ClIdxv3Hq+yimUpPVmFENRoJZ7H27yLgq0fJJLEnBUnSchRhSZxdoOrZlEwkbaFqWeaaC\nKclMSxm6Cg1MahG0lEFMStAkN84+IbDhaG6KNmctY2oSl+zCn5eYssZQcpDxecjoCVRbZyZvomsF\n2jIVHMkMsMiznInEEabaKkGWsfdsR6qqm91A0uvDDIeJelvJY/Mn+JmID1Lv72BUizLklNHNJIsy\nVUimRdpOccyXx2FZJA0bJXwUqbUT60AfcsN8TFVFKuSxrCzzUn4GAgaG6qR5LEw2oDPgHEY3nSxL\nNiLj5GCFieaQsY8MkNJCKB4fQSVHVtaQIuM0y7UkjRg1zlZ6Mt3oDg9+LYAUSzGTGWNB5Tq2p3fg\nbFmEJEtYlg0H95B3B9DrmpBliVBSpS7lYMA5SX3eTzg5RNZlkfUFyc/tol3IWKwr+OlxxXFlp1lg\nt2Bj0+84hhGsQjegfdpNX/gVFG+ApBHFU96CnEniyEChkCHrNSGSJd+yGBSVzrRK0PSwV5mm4LDJ\nKTqNOQeSDZqdoSzvxpIkdFQGfAfIu2vpmvTSW9iHw1DIp2eYDjajB2bfIyo5PEaGEWkGbdrLRmcT\nlm0R0QuMl899niUGaM8vYcJnEJanSebC1JlBtIKbQmwMt+5BzVhU+VrJGkmG/FmasyHGTqrPZUmV\nQNZiv7uAjUR5Pk1rrpq+yhSWPPs53zCj0zvX/jVlbDScjM61f7Jl0zXlpds5jel0oufSNGUDxLwW\nsbn3ZVVcQ8qajLnS5BQdf65Ae76M/urZizh/RiEUVxh0zZBRnWiFAsuzQfoqUxgjR6hU63HqDobn\n9siT5ub9ZCdGsNx+8mXV6KMH6fC0k1JylBU89FdbTM91ILx+BZdbxjJtwpMGvsAbz390hA/ilTzk\nUnFwgxFNsKjmEoa8R4k5qogkDWQryvpCI4edw8xL1dJXkQLdQXkkT3nGwZAzhqxISPEYLfo8LNsg\nUZjBr1eQl/KMzhwg3NhCLjHBwpyXmB6gTXKSM9L0ahEqUwbVrgaGlcPUZGvoUcEsmwYjykfSK7As\nC0mWUGyZ/VYUW3eywHDTE0xRntAopCPEUodwexvwFyRGyr2oo/3EKmTWW2sYqMhhzM2Gbw+7mJDy\ntBsuClaejGZypMKkbVxiNL6fnNPGsnWWOBdzLDtMo6OWjJwjl4pi+KDCqmd/eZp4JsbaZDWH0v1Y\nhQwqKtWBDg5WF5AljYq4jCcH2+0cLekJ0t7ZJagb1EYKzjjjwSAgIdkGdTMZ7LRKQPYhKSo5JKbt\nAmO+2SGE/rTCAsPNdleCuG2SsybZaDSh2DpZJc1+zSSXh1CFMruMsmnRNeVhV+41tEADjmicNlcH\nr8oz2JKDeXaEequVAXOAtJlDbpp9pveTz71+D6fjLsiOxdatW+nu7ub2228HYPPmzRw8eJAvfOEL\nb/q6f/nOv4HsQNGDuLIHMFwL0TKjYJ4Yc2v5lmNlD6CYsdndXSUFy7cOJbYT5h472Z5FGPkxNHMK\nE1CRKPjWoSb2gjW3QoBrHoYZQzfGMLBRgYJnJWr6KBwfC+lsoYCBI3+UPDY6EjlXF1p+GgpzQzn0\nWvKKC2fuAPm5LUskrQJZrkTKzK3HrpVT0KtwZPYy9/CKnNaELmuQGZw9RvFhuNvQUjsw5sqcV2tQ\nlSBSZm6NddmJ4VuCltiKgY0CGEoFsl6PlOol5+vCSnUjYaPkcxguN2omjSmruFR1dgMoCd5qY09F\n8WI7OlGSPW9+4NtgnTHnVajpI0gn/V1N71Kk3ACmmZwtol6Higspe/TEMZ6FUBjCMmZOyrkCOXPw\npN/XgWWFsQuzS/nJahlojSip2TH0tuLHcLeelnMtqhJAnvt72VqIglaGkh3AYvaxYUGpRNXrkFP7\nABkjsBY5+Rq2ncdi9hGu6V+PNrOd2S1/ZQplq1HiWzCxkQFJ0rG8a1FjfwRsLE8XZn4E1QxjMLtS\ng+nsRCvMIBUir8tltv4tRstPIRXC2FoFBb0CR2Zfse697ny1WgxVRsodnZ1oJzvJO1qwU/txoczW\nO2cdEgUKjjrKnAYBzzCD4z6Ck3twL5MZnO7CrfjAyNIQzDKeS5IfHMDSnMiepTQEUgzGdIJyGHv0\nIIbTQdq/EDUVxmFEsTQnlmljSjbliUmmaxvxTY9T8FWQyVkoMsiWBApoJ02oK+RtsEBSwJFKkPCG\nqGmdT373y4zVzaPSozKZSlMzcph0oAIlmSTncaNbBdKeAMmyGur6XyPrrUCeeypgGuCxUmSdHiyj\nQNblJequY8HhLSSCNVgG6FYeTTLBFyCVzyPncsiGjTW3NKxpzA7dtWWJnG0i5bMYmhM1m8cFGLoT\nb3SSsbbllFlJjLFj5H1+nLaCkbdRVLD1egqOKhRslET37AlLTvK++ajJHZgSKDYY3jXoiX1gz02Y\n9K3AzuxHtmfHwZvOTrTcDJJxYk6E6V+FlO7GsnPYWh2q7UTKHTvpfbQIy5xC1hvRotuQMkmiwSBq\nPjs70V/R8MXi4HBhqiq2CaZsk1cMbNd8XLkBNBsyriVYVgJXOkq4YghvuA4psBglOUTW6UCxJPT8\nUSz/R8BIYct5yKUxCiO4yAI2CauAhAnOLhwkwdEEhQwk95KXJDypOLFQHdXhcSxNI6G6SdZWkk3L\nOBUD/9QoUs0VlPumGHOCy0hgxf2k0xkkJHRvDKetM52TaTy6m4yvHEcmhXP5ReQsgwwqk/Ew3lgW\nzZjGo+oYKZtE82Im3TvxZn14kwtRJAdStAdFzuGOhTlW04HuUwjaMgksXMkkWaUZNd2N7VqFP7wH\nX1MTU3ITjiMvkSVOrm4d7pkR8lYKVZawLfCnppiqbySsNuJ0KXgzIWS7gM+RIpoyIb0TZx7Qdcy5\nOzESIDvaUGyDfHYMy92KW/GjJvrJ2VlsZxt5O4s+vZuqlkXEj3RTCFRi5AtoTh0zn0f1e8lPRzGd\nbpBlZCWI7V6MEn8FW7LQJBkDnZReh2Ll0PM5pOAKFCOHbhwmm8tQcNagzuzA9ugE4mkSugtDnVuh\nBlCxydhJnAmFQvVKbMmBIntQYtsAm6A+w5TrKgqxrTikDAVyuGUPFhJWKoVU5UcdzxOrWoordghZ\nz1HQ6lFtHSk3NNfed2Kbk1jmbHuv2xI5x3w0M4WUH8PW6zFkG6lwbHaDR8mF7VqMkpjdp8VWAxSc\n1SiZ3mJbb8jB2XyTu2ffL4G16KkeAlKWArMjMuK+DSix7WAXML1LkHIjVBIhP/dvxFyrMdOH8EQO\nE23YhFOfImXP3iBQkVAliUJkAjWfxXI4kFIp1OoGkkY1avIoipTBJcloskTWsNFlCRmJJCaW/MYf\n4HI2je3x4kukUOvcxI5GyNZfRJlP5Ujawipk0JUkTvxUhiaJTbYQSA6gyTJ57xLsSD/TTSYVdgBr\nepyMvgBJ9pK30mDHSOlRapK1mPYxcvk0auhSEo5RXHkNTxa8yT7y6QSp1ktwqjbZbIjBwhiKawKn\nFMFnLsadyZOSNWwrj6JXormc5DMJ0kYE3dYwU0cJJSeIeeuozE2D6iKXizPeqeIsdKFJ9WTVDJKl\n4M44iCnjePIa/nQCs2wBEWeEsnQAJh8Hnx8SGbL+TjBNVNVGdrSh5ZLYnv3Ess3YcgGHR0ZLaCiZ\nXtR8nnw2h13/MWZ8YWRTx5v24lAnOJTTWZY+gpqcLb0/kQAAGq9JREFUAaNApHoBqqeRaT2GZcvo\nSh5/tgFm9mJrlRT0AHFlEkdOJ++KAjZq1oeCG0OZIUEGmwwhs4m8o4Ajq6K74li2TsHIIUs2MjJG\n1ok7uoOAJ4gSjRFtuZ605yh5VAJJm3xOQZNncI/sJ+uffSL4tTu/94b15APbsdi3bx/79u0rfn/j\njTeWvJyCIAiCIAiC8EHz0EMPFb/u6uqiq2t2k9sLcrnZUCjE9PSJMcvT09OEQqFTjunq6uLGG28s\n/ndyAMJ7R+RcOiLr0hFZl47IunRE1qUjsi4dkXVpnHyNfbxTARdox6K9vZ3x8XEmJycxDINXX32V\n1atXn+9iCYIgCIIgCMKH1gW5KpSiKHzhC1/gX/7lX4rLzb7VilCCIAiCIAiCILx3LsiOBcCKFStY\nsWLF2z7+5Mc0wntH5Fw6IuvSEVmXjsi6dETWpSOyLh2R9fl1QU7eFgRBEARBEATh/eWCnGMhCIIg\nCIIgCML7i+hYCIIgCIIgCIJw1j5wHQvLevNdn4VzR2RdOiLr0hFZC4IgvP+Jtvr96QPRschmszz1\n1FOMj49TKMztji2mjrwnRNalI7IuHZF16RiGcb6L8KEhsi4dkXVpiLb6/e+Cn7y9d+9efvazn9HY\n2Ijf70dV1VN24BbOHZF16YisS0dkXTpPPPEEL7zwAmvWrKG9vZ1Vq1Zh2zaSJJ3von3giKxLR2Rd\nGqKtvjAo3/ve9753vgtxNvr7+wmFQtx66610dHTw2GOPoSgKra2tWJYl3tjnkMi6dETWpSOyLo09\ne/bw5JNPcvvttwPwm9/8hpaWFsrLy0XO55jIunRE1qUj2uoLwwU3FCocDnP48OHi96OjozidTgAC\ngQB/9md/xv/+7/8CIMsX3Om9r4isS0dkXToi69I5eXhIIpFgxYoVtLa2snHjRi699FJ+9rOfASLn\nc0FkXToi69IQbfWF6YJ6YvHggw/yP//zPwwODnLs2DE6Ojpwu9088MADfPzjHwegurqa3t5exsfH\nWbRo0Xku8YVLZF06IuvSEVmXhmEY3HffffT09KAoCtXV1YyMjLB161Yuu+wyAObNm8fTTz+Nruu0\ntraKoSPvksi6dETWpSPa6gvXBdPFi8fjjI6O8p//+Z/81V/9FYqi8Otf/5oFCxZQX1/P/fffXzz2\n8ssvJxaLiclU75LIunRE1qUjsi4Ny7K4++67SSQStLa28thjj/Hcc8+xbt06YrEYL730UvHYz3zm\nM2zduhVAXHy9CyLr0hFZl45oqy9sF0zHQlVVDhw4QDwex+v1sn79egA2b97Mbbfdxssvv0xvby8w\n+7gsFAqhqur5LPIFS2RdOiLr0hFZl0Y6nebYsWN88Ytf5NJLL+WTn/wkg4OD9Pb2csstt/DAAw8U\nV3MJhULU19djWZZYOvJdEFmXjsi6dERbfWF73w6FOv748PibUtd1IpEIExMTLFiwAL/fTzabpb+/\nn3Xr1uHxeOju7ubxxx/n0KFDXH755VRXV5/ns7gwiKxLR2RdOiLr997pwzwsy8LhcNDT00MqlaKj\no4NAIEA6nWb37t1cffXVDA0NsXv3bvL5PM899xyKorB69WpxZ/ctiKxLR2RdWqKt/mB533Usnn32\nWRRFweFwoGkakiQV35j5fJ6BgQGqq6sJBoPk83l27tzJypUrmT9/PkuWLCEUCnHzzTeLSvY2iKxL\nR2RdOiLr0jn5AsyyLGRZLt6l3b9/P52dnfh8PkzTZGhoiPr6elatWoWmabz00ks0NjZy8803n+ez\nuDCIrEtHZF0aoq3+YHrfdCyGhob453/+Z2KxGKOjo+zYsYO1a9cC8MMf/pDy8nLq6+sJh8Ps2rWL\nNWvWEAqFeOaZZ1i8eDF+vx9FUaitrT3PZ/L+J7IuHZF16YisS+fll1/mxz/+MaOjo6TTaRobG5Ek\nie3btwNQU1PD0aNHGRsbY8GCBYRCIR5++GEWLFhAbW0tdXV1rF27lqVLl57nM3n/E1mXjsi6NERb\n/cH2vupYZDIZvvGNb9DV1cXmzZs5cuQIy5Yto7Ozk/r6elwuF7W1tTz//PMMDAzw6KOPEgqFuPji\ni9E07XyfwgVDZF06IuvSEVmXxvDwMPfddx8333wzwWCQJ598Ek3TaGpq4uDBgwSDQSorK9F1neee\new6v14uiKOzevZtly5YRCoUAsTzk2yGyLh2RdemItvqD7bx1LFKpFMeOHcPv9yPLMt3d3SSTSVas\nWIGqqnR2dvLf//3fXHLJJYRCoeLmJ06nk1WrVuHz+aivr+ezn/2sqGRvQWRdOiLr0hFZl87Jm08N\nDQ2RzWb56Ec/Sl1dHWVlZfz85z/nmmuuobm5ufj3qKqqwu/3s23bNh577DE2bdrEmjVrzvOZvP+J\nrEtHZF0aoq3+cDkvHYvnn3+ef/u3f2NsbIw9e/bQ3t5OXV0dv/jFL7j88stxOBx4PB5mZmaKj8gk\nSeJ3v/sdgUCAYDBIdXU1LS0tpS76BUdkXToi69IRWZfOr3/9a7Zu3Uoul6OxsZFkMsnTTz/Nn/zJ\nnwBQW1tLT08PQ0NDpwwBsSyL+vp6li9fzsc+9jE6OjrO1ylcMETWpSOyLg3RVn/4lPyZ3fEJOf/0\nT//Et7/9bSoqKvjNb36Dy+Vi48aN/PSnPy0ee8kll2BZFqlUCgBN01AUpdRFvmCJrEtHZF06IuvS\neeSRRxgYGGD58uU8/fTTPP7447S1tREMBnnwwQeLx/35n/85fX19pNNpAH71q1/x6quvArOZi+Eh\nb01kXToi69IQbfWHU8nfFbquMzAwQCwWA2Yrk8/n49lnn+Wmm27i6NGjbNmyBYCJiQm8Xi8ej6d4\nbFlZWamLfMESWZeOyLp0RNalYZom/f393HTTTaxevZrPfOYzRKNRXnrpJW699VaeffZZpqenAfB6\nvTQ1NRVf++lPf5qNGzeer6JfcETWpSOyLh3RVn84lWwolGVZxSXccrkchw8fZtmyZfh8PgzDYGBg\ngHnz5tHa2squXbt48skn2bZtGxs2bKC5ubkURfzAME0TQGT9HjFNs3inStTr0hFZl45pmiiKwpEj\nRxgZGSku7ZjL5di9e3dxBZeXX34ZwzB46aWXmJ6e5uKLL0aWZTEO+h0QWZeOyLo0RFv94faedSxe\nfPFF0uk0brcbXddPWZ9YkiQOHDiArutUV1cjSRLbtm1j/vz5dHZ2smzZMoLBIH/6p39Ke3v7e1G8\nD5QXXniBSCSCpmm43W5kWRZZv0eeeOIJnnjiieLkPlGv3zubN28mk8ngdrtft8a5yPrcyufzxWEH\nlmUVv5Ykif3791NbW0tZWRmyLDM8PIzP52Pjxo24XC62bduGpml88YtfRNf183kaF4RDhw7hcrmK\nF6nHb1KIrM+9aDSKw+FAkqRipwJE1ufa6OgoPp+v+L1oqz/czmnHwrZtotEod955J0ePHiUSifDa\na6+xaNEiHA4H9913H+l0ms7OTmKxGNu2bWPNmjX4fD5efPFFmpqaqKqqQpZlampqxBbtb6G/v58f\n/OAHjI2Nkc1m2bp1K8uWLUPTNO6//36SyaTI+hwxDIMHH3yQ3t5ebrzxRlpbW4s/E1mfWxMTE9x5\n552Mj4+TzWbZsmULCxYsEG3Ie6C7u5uf//zn9Pf3k0qlaGlpQZIkBgYGGB8fp6Ojg5GREQ4fPszS\npUvx+Xw888wzlJeX09zcTE1NDStXrmT16tUi67fQ09PDj370IyKRCMuWLSvmdfDgQcbGxkTW59Dx\nrHt7e9m3bx+rVq1ClmVRr8+xwcFBvvOd7/Dqq6+yatWq4jAmEJ+LH2bnrGNhGAaKohCNRjly5Ajf\n+ta3WLFiBb29vbz88sts2LCB1tZWOjo60DSNmpoadu7cyZYtW3jhhRfI5XJceeWVuN3uc1GcDzTL\nsjBNk9/97nesXbuWz33uc1RVVTE8PMzKlSuRZZnW1lba29tF1mfJMAxkWcYwDJ5++mm+/vWvU1NT\nQzqdLt5xbGlpEVmfA8ez3r9/P5Ik8eUvf5klS5awfft2duzYwbp160Qbcg7Yto1lWTz++OM89dRT\nfOpTnyIYDLJr1y5kWaa+vp6RkREkSaK+vh6n08mWLVuIxWLU1dWxdetWFi5cWNycSkxgfWO2bWPb\nNs888wy/+MUvuOGGG/jUpz51ykXU8PCwyPocGh4e5u677+baa6/lox/9KC+++CJlZWVUV1eLen2O\nHF8Otqenh46ODmzbJpPJ0NraWnwqJK5BPrzOumNhWRb33Xcfu3btwuFwMD09zfj4OGvWrEGWZZYv\nX84999xDR0cHDQ0NxfHpuq6zevVqQqEQfr+fW265RVSyt3A86x07duDxeNi4cWNxPOIvf/lL+vr6\n8Pv96LpOKBQSWZ+Fk+u1oih4vV6GhoZobGzk8ccf5//+7//o7e3F7/dTV1dXbGhF1u/cyVl7vV56\ne3uZnJzkoosuAmBkZITnnnuOJUuWUFdXJ+r1WbAsCwBFUQiHw3zsYx+js7OTyspKjhw5QllZGY2N\njVRVVVFdXQ1AKBSisbGxuG5/V1dXcUlO4Y0dz/r4MJtAIMDFF1+M0+lk586d+Hw+ZFmmtraWqqoq\nQGT9bp08pn/Xrl3Yts11112HZVns2rWLiy++GF3XRdZnybIsHnjgAXbv3o2qqsybN4+uri6CwSDP\nPvssra2tBINBgFOGj4m2+sPlrDoWlmVx9913k0wmWbRoEc8//zwul4s//OEPLF++vDgG3el08vTT\nT3PZZZchyzKvvfYa6XSayspKKisraWtrO4en9MF0ctZdXV089dRT5HI5WlpaeOWVV4jH41x55ZXs\n37+fzZs3FyebiazfuTPV62w2y969e8lmsxQKBW655RbC4TBPPvkkV1xxBZIkiazfhZOzXrhwIc8/\n/zxVVVX8/ve/x+fzMTAwwMTEBO3t7Wzfvp2NGzeKev0u/f73v+f73/8+yWSSJUuWUF1dTSAQwDRN\nHA4Hf/jDHygvL6e1tbU4Phoo5rxy5Uo2bdrEsmXLzuNZXBhOzzoYDDI4OMjzzz/PI488wtTUFN3d\n3QwNDbF48eLi60TW79zpWWuaxquvvsq+ffu49957UVWVgwcPsm3btuLNChBZv1O9vb3cdddd+P1+\nmpqaeOyxx2hra6OyspLy8nIGBwcZGhqivb0dXdeLHT3RVn/4nNWzvmw2y+DgILfeeiuXXHIJV155\nJQBlZWXce++9wOyFw9q1a/H7/UxOThZf63K5zuZXf+icnvU111zDyMgI27dv5+KLL+bzn/88q1ev\n5vrrr8c0TY4dO1Z8rcj6nTk966uuuop8Po/D4eC1116jrq4Or9fLddddRzabZfv27cXXiqzfmZOz\nvvTSS9m0aRMAF110Ebqus3fv3uLfoLKykkwmU3ytyPrtO15Pr7vuOrq7uxkfH8fhcCDLMqqqYhgG\nhmG8brOvp556imeeeQYAVVXFJNa34fSsR0dHCQQCzJ8/n8rKSr7xjW/wd3/3d1x//fXs2LGj2FY/\n/fTTIut36ExZ19fX8zd/8zdUVVVx/fXX84//+I/cfvvt7N69m/379wMi63frmmuu4dZbb+WKK65g\n3rx5dHd3n/KzQ4cOMTw8DFDc+8OyLNFWf8ic1RMLTdPYs2cPiUSCefPmUVZWxvT0NG63m56eHtxu\nN21tbYyOjnLgwAGuuOIKAOrr6/H7/efqHD4UzpR1KpVi//79tLW14XQ6gdnJVGNjY8W76CLrd+5M\nWUejUWzbJh6PU1tbS0VFBYqi0N/fz4YNG/B6vSLrd+GN2pBYLMYVV1zB5ZdfTnl5OXv27CEWi7F6\n9WpAtCHvlKqqzJ8/n+XLlzM5Ocm2bdtYt25d8a5iPB5ny5YtXHPNNUQiEXbv3k1DQwPNzc2n3FEX\n3tobZV1VVcXChQuprKwEwOPxcOjQITo7OykrK6OpqUlk/Q69UdYADzzwQDH340P/QqEQdXV1Iut3\nIRAI0NDQUFzxKZVKEY1GWbp0KaZp4vF4UBSF559/npdeeom+vj7Wrl1LQ0ODaKs/ZM56dtJFF13E\n4OAg0WgUt9tNbW0tHo+HG2+8kcHBQe68805+8IMfiMdf58DJWTudTpqbm1FVlUgkwuTkJI8++ig/\n+9nPaGtrExPPztLp9bqurg63281VV12FaZr84he/4Lvf/S61tbXU1NSc7+Je0E7PuqmpCVVVmZqa\nIpFI8OCDD3L//ffT2dl5vot6QauoqADgE5/4BOPj43R3dxeHPE1OTpJOp3niiSe44447mJmZARB3\nct+lk7OemJigu7sbWZaLN4AAHn/8caanpykvLwdE1u/W6Vnv3LkTRVFYuXIl99xzDyMjIzz66KP0\n9/fT0NAAiKzfDV3X0XW9eG2xe/duQqEQQHHC9vDwMN3d3TQ3N/OVr3zlvJVVOL/OevK21+vl2LFj\njI6OsnDhQsrLy/nVr37Fpk2buPLKKykrK+OTn/wkK1asOEdF/vA6PetgMMgjjzzCihUr6Ovr4+jR\no9x2221irOg5cKZ6ff/997NhwwY+8pGPUF1dzVVXXcWaNWvOd1EveG9Ur5ctW0YqlWJ4eJjPf/7z\nzJ8//3wX9QPB6XRi2zbPPvssl19+OQBbt27lhRdeoKKigltvvZWlS5ee51J+MJyetSRJ7Nixg5/+\n9KcUCgVuvfVWAoHA+S7mB8LpWS9cuJDp6Wl27dpFNBrly1/+cnHitvDuHd+A93e/+x0f//jH8Xq9\nDA8PEw6HmZqa4rbbbis+NRI+nM66Y+FyuXA4HDz77LM4HA4cDgc7d+6kq6uL8vJyqqqqxOz/c+RM\nWe/YsYOVK1eyfPlyLrroIpH1OXKmrHft2sXixYspLy8nGAyecvdRePfeqA1Zvnw57e3tLFmy5JT1\n0YWzY9s27e3t7Nixg97eXg4cOIDX6+Waa67h6quvFm3IOXRy1n19ffT19eH1etm4cSMf+9jHxNjz\nc+j0er1nzx7WrVvHpk2b2LBhg6jX54gsyxQKBfbs2YPX6+W+++7j2LFjfOQjH2H58uWirRY4JzuS\nzJ8/n0996lNs3bqVhx56iKuvvloMW3iPnCnr40vOCueWqNelc6asxfDJ94YkSeRyOeLxOH19fVx/\n/fVimc33yJmy3rBhw/ku1gfSmbI+fTEC4dwYHBzk5ZdfZnJykssvv7y46IYgAEi2bdvn6h87vsGV\nGN//3hNZl47IunRE1qXx29/+lnA4zE033VTc6FF4b4isS0dkXRrT09O8+OKLXHvttWLHbOF1zmnH\nQhAEQXj/syxLdN5KRGRdOiJrQTj/RMdCEARBEARBEISzJrr2giAIgiAIgiCcNdGxEARBEARBEATh\nrImOhSAIgiAIgiAIZ010LARBEARBEARBOGuiYyEIgiAIgiAIwlkTHQtBEIQPua985Svs2bPnPfm3\n9+3bx5e+9KV39dpwOMxf/MVfIBYvFARBuDCIjoUgCIKAJEnnuwivU1FRwb333ntOyvbQQw/xwx/+\n8ByUShAEQXgjomMhCIIgCIIgCMJZE3uxC4IgCAAYhsEvf/lLtmzZAsD69eu56aabUNXZj4pt27bx\n0EMPMTk5id/v55ZbbmH58uX84Q9/4PHHHycSieD3+7nuuuu48sorz/g7vvKVr3DVVVexefNmJicn\nWb9+PZ/97Gf5yU9+wv79++no6OCb3/wmHo+HyclJvva1r/HAAw8gyzLf+973WLhwIXv37uXYsWN0\ndnby9a9/HZ/Px759+/jRj37Ef/3Xf53yu26//XZM0+Sxxx7Dtm22bdtGTU0N//qv/0o6neaee+6h\nu7sbSZK47LLLuPHGG8XuzYIgCO+S6FgIgiAI2LbNI488wsGDB7nrrrsAuOuuu3jkkUf4zGc+w8GD\nB/nxj3/MX//1X7NkyRIikQjZbBaAQCDAt7/9baqqqujt7eWOO+6gvb2d1tbWM/6u1157jX/4h3/A\nMAy+9a1vMTg4yJe+9CXq6+u54447eOqpp7jhhhvO+NpXXnmF73znO4RCIe644w5++9vf8rnPfe4N\nz0uSJJYvX86nP/1pJiYm+OpXv1r82Y9//GPKysr44Q9/SDab5fvf/z4VFRVv2CkSBEEQ3py4LSMI\ngiAA8PLLL3PDDTfg9/vx+/3ccMMNbN68GYDf//73bNq0iSVLlgAQCoWoq6sDYOXKlVRVVQGwaNEi\nli5dSl9f3xv+nquvvhq/308oFGLBggXMmzePlpYWNE1j7dq1HDly5IyvO/5UoaamBl3XWb9+PYOD\ng2/r3GzbPmUS+MzMDN3d3dx8883ouo7f7+fjH/84r7zyytv69wRBEITXE08sBEEQBACi0SgVFRXF\n7ysqKohGowBMT0+zcuXKM75u165dPPzww4yNjWHbNrlcjubm5jf8PWVlZcWvdV0/5XtN04pPQt7O\na9/s2DcTDocxDIPbbrut+P9ZlnXK+QuCIAjvjOhYCIIgCAAEg0GmpqZoaGgAZi++Q6EQAOXl5YyP\nj7/uNYVCgX//93/na1/7GmvWrEGWZe666653tETsuVhO1uFwkMvlit9blkU8Hi9+f/rKUuXl5Wia\nxt133y3mVAiCIJwjojUVBEEQANiwYQOPPvoo8XiceDzOww8/zMUXXwzApk2beOGFF9i7dy+WZRGJ\nRBgdHcUwDAzDwOfzIUkSu3btoqenp+Rlr6uro1AosHPnTgzD4JFHHsEwjOLPy8rKmJqaKnZigsEg\nS5cu5d577yWTyWBZFuPj4/T29pa87IIgCB8U4omFIAiCgCRJXH/99WQyGf72b/8WmF0V6vrrrweg\no6ODL33pS9xzzz1MTk4SCAT4y7/8S+rq6vj85z/Pf/zHf2AYBqtWrWL16tXv+Hef/PU72bfi+LFu\nt5tbbrmFn/70p1iWxbXXXkt5eXnxuPXr1/PSSy/xhS98gerqar7//e/z1a9+lfvvv59vfvObZDIZ\nqqurue66695R2QVBEIQTJFtsaSoIgiAIgiAIwlkSQ6EEQRAEQRAEQThromMhCIIgCIIgCMJZEx0L\nQRAEQRAEQRDOmuhYCIIgCIIgCIJw1kTHQhAEQRAEQRCEsyY6FoIgCIIgCIIgnDXRsRAEQRAEQRAE\n4ayJjoUgCIIgCIIgCGdNdCwEQRAEQRAEQThr/x9BJOSPnbuU3gAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10aeba6d0>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "disag = DataSet(disag_filename)\n",
      "disag_elec = disag.buildings[building_number].elec\n",
      "\n",
      "f1 = f1_score(disag_elec, elec)\n",
      "f1.index = disag_elec.get_labels(f1.index)\n",
      "f1.plot(kind='barh')\n",
      "plt.ylabel('appliance');\n",
      "plt.xlabel('f-score');\n",
      "plt.title(\"FHMM\");\n",
      "\n",
      "disag.store.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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VV15p1OIAAAAAAD9uAY2UFhQUaO7cuYqKilJOTo4kKSYmRvv372/U4oCmZC3e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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10e571310>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# CSS styling\n",
      "from IPython.core.display import display, HTML\n",
      "display(HTML(open('static/styles.css', 'r').read()));"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<style>\n",
        "\n",
        "@font-face{\n",
        "    font-family:\"AvenirNext-UltraLight\";\n",
        "    src:url(\"styles/fonts/17c55b27-e9ab-43cd-b948-d49f97480d68.eot?#iefix\");\n",
        "    src:url(\"styles/fonts/17c55b27-e9ab-43cd-b948-d49f97480d68.eot?#iefix\") format(\"eot\"),url(\"styles/fonts/fa19948e-5e38-4909-b31e-41acd170d6f2.woff\") format(\"woff\"),url(\"styles/fonts/6de0ce4d-9278-467b-b96f-c1f5f0a4c375.ttf\") format(\"truetype\"),url(\"styles/fonts/9fd4ea0c-b19a-4b21-9fdf-37045707dd78.svg#9fd4ea0c-b19a-4b21-9fdf-37045707dd78\") format(\"svg\");\n",
        "}\n",
        "\n",
        "@font-face{\n",
        "    font-family:\"AvenirNext\";\n",
        "    src:url(\"styles/fonts/e9167238-3b3f-4813-a04a-a384394eed42.eot?#iefix\");\n",
        "    src:url(\"styles/fonts/e9167238-3b3f-4813-a04a-a384394eed42.eot?#iefix\") format(\"eot\"),url(\"styles/fonts/1e9892c0-6927-4412-9874-1b82801ba47a.woff\") format(\"woff\"),url(\"styles/fonts/46cf1067-688d-4aab-b0f7-bd942af6efd8.ttf\") format(\"truetype\"),url(\"styles/fonts/52a192b1-bea5-4b48-879f-107f009b666f.svg#52a192b1-bea5-4b48-879f-107f009b666f\") format(\"svg\");\n",
        "}\n",
        "\n",
        "body, p {\n",
        "  color: #2d3c48;\n",
        "  font-family: 'AvenirNext', sans-serif;\n",
        "  font-weight: normal;\n",
        "  -webkit-font-smoothing: antialiased;\n",
        "}\n",
        "\n",
        ".thumbnail {\n",
        "\tfloat: left;\n",
        "\twidth: 100%;\n",
        "\theight: 100%;\n",
        "\tmargin-right: 10px;\n",
        "\tmargin-bottom: 10px;\n",
        "\t-web-kit-shadow: None !important;\n",
        "\tbox-shadow: None !important;\n",
        "}\n",
        "\n",
        ".test {\n",
        "    float: left;\n",
        "    position: relative;\n",
        "    width:28%;\n",
        "    height:100%;\n",
        "    margin-right: 20px;\n",
        "}\n",
        ".test img {\n",
        "    float: left;\n",
        "    width:100%;\n",
        "    height:100%;\n",
        "}\n",
        ".test:after {\n",
        "    font-size: 40px;\n",
        "    text-align: center;\n",
        "    content: attr(data-content);\n",
        "    color:#fff;\n",
        "    position: absolute;\n",
        "    width:100%; height:66%;\n",
        "    top:0px; left:0px;\n",
        "    background:rgba(0,0,0,0.6);\n",
        "    opacity:0;\n",
        "    transition: all 0.5s;\n",
        "    -webkit-transition: all 0.5s;\n",
        "    padding-left: 5px;\n",
        "    padding-right: 5px;\n",
        "    padding-top: 20%;\n",
        "    border-radius: 4px;\n",
        "    margin-right: 10px;\n",
        "}\n",
        ".test:hover:after {\n",
        "    opacity:0.8;\n",
        "}\n",
        "\n",
        "h1,\n",
        "h2,\n",
        "h3,\n",
        "h4,\n",
        "h5,\n",
        "h6 {\n",
        "    font-family: 'AvenirNext-UltraLight', sans-serif;\n",
        "    font-weight: bold;\n",
        "    color: #545E6B;\n",
        "}\n",
        "\n",
        "p {\n",
        "    color: #222;\n",
        "}\n",
        "\n",
        "a {\n",
        "    text-decoration: none !important;\n",
        "    color: #8F7BD9;\n",
        "    line-height: 19px;\n",
        "    transition: all .25s; \n",
        "    -moz-transition: all .25s; \n",
        "    -webkit-transition: all .25s;\n",
        "}\n",
        "\n",
        "a:hover {\n",
        "\tcolor: #A997EB;\n",
        "\ttext-decoration: none !important;\n",
        "}\n",
        "\n",
        "a:active {\n",
        "\tcolor: #59A2E6;\n",
        "\ttext-decoration: none !important;\n",
        "}\n",
        "\n",
        ".button {\n",
        "  padding-left: 40px;\n",
        "  padding-right: 40px;\n",
        "  padding-top: 10px;\n",
        "  padding-bottom: 10px;\n",
        "  margin-right: 20px;\n",
        "  border: 1px solid #9175f0;\n",
        "  box-shadow: inset 0px 1px 0px 0px rgba(255,255,255,0.30);\n",
        "  border-radius: 3px;\n",
        "  font-size: 24px;\n",
        "  color: #9175f0;\n",
        "  line-height: 26px;\n",
        "}\n",
        "\n",
        ".button:hover {\n",
        "  color: #A997EB;\n",
        "  background-color: rgb(240,240,240);\n",
        "\n",
        "}\n"
       ],
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "<IPython.core.display.HTML at 0x10b9b6290>"
       ]
      }
     ],
     "prompt_number": 17
    }
   ],
   "metadata": {}
  }
 ]
}